diff --git a/README.md b/README.md
index 799af32..bbf78b5 100644
--- a/README.md
+++ b/README.md
@@ -24,7 +24,7 @@ Both purposes share one schema, one prompt set, one methodology.
 
 ## October 2026: image, video and music generation
 
-The [Predator media campaign](https://benchmarks.weeyuga.com/benchmarks/predator-media-20261021.html) now retains 143 generated files and 150 attempt records, including poor outputs and no-output failures. Read the [findings article](https://benchmarks.weeyuga.com/findings/images-video-music-on-6gb.html). The full media evidence lives in `runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/`; its per-group records also follow the existing `runs/<id>/` layout. These records use a media-generation schema rather than invented token-throughput metrics. Measurements and prose follow the archive data license; generated media and upstream model material are excluded from a blanket license grant and retain the applicable terms linked in the campaign README and dataset.
+The [Predator media campaign](https://benchmarks.weeyuga.com/benchmarks/predator-media-20261021.html) now retains 153 generated files and 160 attempt records, including poor outputs and no-output failures. Read the [findings article](https://benchmarks.weeyuga.com/findings/images-video-music-on-6gb.html). The full media evidence lives in `runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/`; its per-group records also follow the existing `runs/<id>/` layout. These records use a media-generation schema rather than invented token-throughput metrics. Measurements and prose follow the archive data license; generated media and upstream model material are excluded from a blanket license grant and retain the applicable terms linked in the campaign README and dataset.
 
 ## Quick start — for friends contributing a benchmark
 
diff --git a/catalogue.json b/catalogue.json
index 96249b9..f09a223 100644
--- a/catalogue.json
+++ b/catalogue.json
@@ -1,7 +1,7 @@
 {
   "schema_version": "1.0",
-  "generated_at": "2026-10-21T11:49:25Z",
-  "git_sha": "a0d10ed6366ac53879ea031045b311a6daa04658",
+  "generated_at": "2026-10-21T14:38:44Z",
+  "git_sha": "7f02043f88cf80cad6c38a2d523c60afa4de7d1e",
   "site_base_url": "https://benchmarks.weeyuga.com",
   "data_base_url": "https://benchmarks.weeyuga.com/data",
   "gitea_archive_url": "https://github.com/slobodanmargetic988/weeyuga-benchmarks-public",
@@ -56,15 +56,18 @@
       "scatter"
     ]
   },
-  "site_grade_count": 25,
+  "site_grade_count": 26,
   "site_grade_breakdown": {
     "flagship": 4,
-    "standard": 21,
+    "standard": 22,
     "archive-only": 16,
     "legacy": 103
   },
-  "total_runs_in_archive": 144,
+  "total_runs_in_archive": 145,
   "by_model": {
+    "unsloth-qwen-image-2-1-turbo-gguf-q2-k": [
+      "af3885e2-a493-538c-96f1-efa97569b3f6"
+    ],
     "unsloth-qwen-image-2-1-turbo-gguf-q8-0": [
       "ef874435-41f8-58d6-b31c-0121e7ebfc27"
     ],
@@ -376,6 +379,7 @@
   },
   "by_hardware": {
     "predator": [
+      "af3885e2-a493-538c-96f1-efa97569b3f6",
       "ef874435-41f8-58d6-b31c-0121e7ebfc27",
       "bd801c85-11e3-5033-b076-acd84846b820",
       "a657b671-dbc0-5434-bce1-fa2aa99bac1b",
@@ -532,6 +536,7 @@
   },
   "by_family": {
     "generation": [
+      "af3885e2-a493-538c-96f1-efa97569b3f6",
       "ef874435-41f8-58d6-b31c-0121e7ebfc27",
       "bd801c85-11e3-5033-b076-acd84846b820",
       "a657b671-dbc0-5434-bce1-fa2aa99bac1b",
@@ -712,6 +717,7 @@
   },
   "by_task": {
     "media-generation": [
+      "af3885e2-a493-538c-96f1-efa97569b3f6",
       "ef874435-41f8-58d6-b31c-0121e7ebfc27",
       "bd801c85-11e3-5033-b076-acd84846b820",
       "a657b671-dbc0-5434-bce1-fa2aa99bac1b",
@@ -866,6 +872,7 @@
   },
   "by_engine": {
     "comfyui": [
+      "af3885e2-a493-538c-96f1-efa97569b3f6",
       "ef874435-41f8-58d6-b31c-0121e7ebfc27",
       "bd801c85-11e3-5033-b076-acd84846b820",
       "a657b671-dbc0-5434-bce1-fa2aa99bac1b",
@@ -1126,6 +1133,7 @@
   },
   "by_grade": {
     "standard": [
+      "af3885e2-a493-538c-96f1-efa97569b3f6",
       "ef874435-41f8-58d6-b31c-0121e7ebfc27",
       "bd801c85-11e3-5033-b076-acd84846b820",
       "a657b671-dbc0-5434-bce1-fa2aa99bac1b",
@@ -1390,6 +1398,62 @@
     ]
   },
   "benchmarks": [
+    {
+      "id": "af3885e2-a493-538c-96f1-efa97569b3f6",
+      "kind": "media-generation",
+      "title": "Predator media: Qwen Image 2.1 Turbo Q2 \u00b7 matched Q4/Q8/Q2 comparison",
+      "date": "2026-10-21",
+      "started_at": "2026-10-21T13:46:29.128000+00:00",
+      "git_sha": "63be2f9b82ad0dac88a7ceaa28a9cf3154125a18",
+      "hardware": "predator",
+      "hardware_label": "Predator \u00b7 GTX 1060 6 GB \u00b7 28 GB RAM \u00b7 Windows",
+      "engine": "comfyui",
+      "harness": "packet-foundry-media-v1",
+      "model_family": "generation",
+      "model_sizes": [
+        "unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K"
+      ],
+      "task_kind": "media-generation",
+      "tags": [
+        "image",
+        "video",
+        "music",
+        "retained-failures"
+      ],
+      "headline": "10 retained outputs \u00b7 10 accepted results \u00b7 10 recorded attempts \u00b7 median Factory trace 198.9s",
+      "janie_blurb_md": "[Browse the complete campaign and media](/benchmarks/predator-media-20261021.html). [Read the findings](/findings/images-video-music-on-6gb.html).",
+      "janie_blurb_status": "published",
+      "caveat": "Technical delivery and media decoding do not establish visual or musical quality. Timings include adapter overhead; cache behavior differs between runs. Failed and cancelled attempts remain in the evidence.",
+      "caveat_severity": "warning",
+      "methodology_ref": "packet-foundry-media-v1",
+      "methodology_deviations_md": "Source commit identifies ComfyUI 0.42.1. Private bridge revisions and workflow hashes, where captured, are recorded separately in the campaign evidence. No clean matched-quality comparison or isolated quantization speedup is claimed.",
+      "results_table": [],
+      "cells": [],
+      "n_calls_total": 10,
+      "n_errors_total": 0,
+      "chart_spec": null,
+      "site_grade": "standard",
+      "site_grade_reason": "Retained media with explicit verification and quality limitations",
+      "raw_data_urls": {
+        "jsonl": "/data/predator-media-20261021/runs/af3885e2-a493-538c-96f1-efa97569b3f6/run.jsonl",
+        "md": "/data/predator-media-20261021/runs/af3885e2-a493-538c-96f1-efa97569b3f6/run.md",
+        "log": "/data/predator-media-20261021/failures.json",
+        "gitea_dir": "/data/predator-media-20261021/runs/af3885e2-a493-538c-96f1-efa97569b3f6/metadata.json"
+      },
+      "synthesis_doc": "/findings/images-video-music-on-6gb.html",
+      "synthesis_docs_all": [
+        "/findings/images-video-music-on-6gb.html"
+      ],
+      "related_ids": [
+        "051eb12c-1d98-59a1-9225-4a1addb622de",
+        "071f90f8-7fb6-5652-9dcd-8999e6f2360b",
+        "2ef120f1-a624-57c8-85fe-ed58e29b74b3",
+        "3e0cbed8-136a-5de3-9323-b0c087d342a2"
+      ],
+      "status": "complete",
+      "visibility": "public",
+      "media_group": "qwen21-turbo-q2-comparison"
+    },
     {
       "id": "ef874435-41f8-58d6-b31c-0121e7ebfc27",
       "kind": "media-generation",
diff --git a/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/README.md b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/README.md
index 193e854..a86fcd3 100644
--- a/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/README.md
+++ b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/README.md
@@ -4,7 +4,7 @@ Real local-hardware observations from October 20–21, 2026, using a Windows com
 
 ## Coverage
 
-The archive retains **143 output files**: **130 images, 11 videos and two music samples**. Of those, 142 were accepted and acknowledged by the Warehouse; one additional Qwen image finished locally but delivery was cancelled after network and lease failures. The image total includes the exact 100-image prompt-complexity suite, ten earlier image outputs, ten Qwen Turbo Q4 follow-up outputs and ten matched Q8 comparison outputs. Two pairs of early accepted images have identical original file hashes, so the archive contains **141 unique original media byte sequences**, while preserving every delivery individually.
+The archive retains **153 output files**: **140 images, 11 videos and two music samples**. Of those, 152 were accepted and acknowledged by the Warehouse; one additional Qwen image finished locally but delivery was cancelled after network and lease failures. The image total includes the exact 100-image prompt-complexity suite, ten earlier image outputs, ten Qwen Turbo Q4 follow-up outputs, ten matched Q8 comparison outputs and ten Q2 loading-policy comparison outputs. Two pairs of early accepted images have identical original file hashes, so the archive contains **151 unique original media byte sequences**, while preserving every delivery individually.
 
 Eleven video contact sheets and the image used as LTX video input are derived reference material, not additional model outputs. Two synthetic codec-preflight MP4 fixtures are excluded from the model gallery and generation counts.
 
@@ -53,3 +53,8 @@ Turbo model terms: Qwen research license; not Apache-2.0. https://huggingface.co
 ## Matched Qwen Turbo Q4/Q8 follow-up
 
 Ten actual Q8 outputs reuse the exact original Q4 briefs/seeds/order. The earlier 133 generated files and 140 attempt records remain byte-for-byte in their original per-attempt records/media/workflows. All ten new outputs have independent original-PNG visual notes, real acknowledgement/decoding/attachment checks and native comparable ten-case experiments. qwen-turbo-q4-q8-comparison.json separates the initial request, next seed of the same brief and eight new-brief population; it maps each side-by-side pair to its public records and exact timing/cache context. Q4 originals were not regenerated. No automatic aesthetic superiority, isolated quantization speedup, whole-VRAM residency or five-variant timing is claimed. `append-audit-qwen-turbo-q8.json` records the additional PNG checks and preserved baseline hashes. Existing workflow MIT notice and model/media terms remain in force; no weights are redistributed.
+
+
+## Matched Qwen Turbo Q2 follow-up
+
+Ten new actual Q2 outputs preserve all 143 earlier outputs and 150 attempt objects/files. The new qwen-turbo-q4-q8-q2-comparison.json shows all 30 matched Q4/Q8/Q2 originals with native times, cache/gaps and allowlisted logical/WDDM observations. Q2 also changes process/loading policy/reserve/instrumentation. Setup argument rejection is retained separately from generation attempts. Logical CUDA placement and physical-memory observations remain distinct; absence of paging is not proven. Existing workflow MIT notice/model/media terms remain in force; no weights are redistributed.
diff --git a/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/append-audit-qwen-turbo-q2.json b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/append-audit-qwen-turbo-q2.json
new file mode 100644
index 0000000..69463b6
--- /dev/null
+++ b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/append-audit-qwen-turbo-q2.json
@@ -0,0 +1,569 @@
+{
+  "completed_at": "2026-10-21T14:27:42.053708+00:00",
+  "old_baseline_dataset_sha256": "c5088416ce7d92221f0c3915024adb36a1d457c208c95a1abfac4a089b1788ab",
+  "old_record_objects_preserved": 150,
+  "expected_campaign_retained_outputs": 153,
+  "expected_campaign_recorded_attempts": 160,
+  "new_original_media": 10,
+  "all_existing_media_files_preserved": {
+    "media/pf-img100-16-t2-s43.png": "d632e079fc728c6da8fd6f1f060579651c60c7fe2cab7bf5d013266eb3b6cb8d",
+    "media/pf-img100-05-t1-s43.png": "227ea3b005c226ed05ea506c5b834fb6493c012ed4dcc8b4e889aec15a62e4cd",
+    "media/qwen-turbo-07.png": "7b4feea8f758374a5544ad0e9078c8455f32f5a48e8305256ab0839f2afd9472",
+    "media/pf-img100-20-t4-s42.png": "9cedc1bf978bf81d9b904f71735f865ae21847f556245ce745edaeea5e6ae0a1",
+    "media/pf-img100-20-t4-s43.png": "ecb08b25069c6b9d4422321da866391132e5af79d4556ec95bf03d488f93f2f5",
+    "media/qwen-turbo-06.png": "f1ae1c3294bcffe1c0d283e957bcc81c5d48df83fe6e0f316eb4182d57db2af1",
+    "media/pf-img100-05-t1-s42.png": "c0a35138f89e00e10717d035f3583b4b3b5a673877abecf72d3fd9ff8a76a47e",
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+    "media/pf-img100-03-t5-s43.png": "328116ac07109fad53e34bd0e2c72f9375955217da84c10d7b2b47c041120bfa",
+    "media/pf-img100-08-t1-s43.png": "8fbabd3ab0261cdae18930060a40482b32e717fa169e505f62207eac61986c01",
+    "media/cog-04.mp4": "190985d4238c7e0e5c51490fe700b18c67e7cfca80bce4cbd7e50ddac7dd7648",
+    "media/pf-img100-02-t3-s42.png": "5a74641bb956f93f2bddcb4f7cd32456d7638aa209ef4d38e6d46c9ad06649eb",
+    "media/qwen-turbo-10.png": "7bc1033039962507ee2aa153ebfacaa4cdd1f77e93e152bd7241ebae686b85bc",
+    "media/pf-img100-06-t4-s43.png": "a564761843a0f3f0631c5cd59e816662323a9dc415e12171aeded43c9572f62b",
+    "media/qwen-turbo-04.png": "e5b3093fdb6bb39fcec4b803b1345733cf212bb274806338d27e140d3b882c3d",
+    "media/qwen-turbo-05.png": "94e64b09278ffff4feb04c3197545dd8d6371b281a514d0e3d1cf8550648d919",
+    "media/pf-img100-06-t4-s42.png": "78909142e418be12dc5792e2e8fd1ee40564f46830c95f5b5247daaf919eb71a",
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+    "media/pf-img100-03-t5-s42.png": "4b77aad9976034ae24657004520358a7baa84fd84b009cee26499a106d6966b3",
+    "media/cog-02-contact.jpg": "15806f437b3d98f08d06f1e97553c47b6879edb71b236fa9299a2d27124238f8",
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+    "media/cog-01.mp4": "4dd3b927cac4950eccd9fb7fbe1df583f7ec34d099c812da84add0cb6bc2012c",
+    "media/pf-img100-02-t2-s42.png": "96506641ec6e742a0973ee932337212a7c93132eb4093477f1897e29c2807283",
+    "media/qwen-turbo-01.png": "56129ce43e04bb2aca5849e23b9d6a0c9adfdee3047a9329f1fcc360c2d9eb2e",
+    "media/pf-img100-02-t2-s43.png": "4d384901e455073e60ed5d023b8a3f58c6fd3b3ac7e0190c2a27e4591348ec9b",
+    "media/pf-img100-06-t5-s42.png": "08865bf86f1856bfec5b77bf43702c1e3fe255254a8af2f005054e426065871b",
+    "media/wan-01-contact.jpg": "531f01cb909a32e67e7e3e5050bdbc673146aed25b0a93ac0e3f4d75c9704439",
+    "media/pf-img100-03-t4-s42.png": "a3adb9f82f156192b2fa89c29feb4e6519380041a6482df5046b7f042819e6a9",
+    "media/pf-img100-16-t3-s43.png": "796998cdd7b86fbcb05cf516315efd87cc9eff9635ca89a4ec22b9ea07296239",
+    "media/pf-img100-20-t5-s42.png": "44332c7ea8a35e709d14b55b28384167f740449911589da2bfc81af8fe76100e",
+    "media/cog-02.mp4": "32b9da79aadb9a01b0fa08091ec65fd2d369a5b488524780ab7829c0bc50e7df",
+    "media/qwen-turbo-02.png": "238d33136a36561317196ed2a9c0096cbafe4109059ab2d0d8df5ec3079d74bd",
+    "media/qwen-turbo-03.png": "57418cb5f47b5647b8773c0e012572e528e150b0f27f422e78f4f05d5a683a11",
+    "media/cog-03.mp4": "4ab00c3b745f3893bee84552cd7dd261ec113747e2544ecac917be75bd920a4c",
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+    "media/pf-img100-16-t3-s42.png": "6e4635cac388b40ad5f8d5aae53eb4727ed12587063facc3100f4bdbe3ba179c",
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+    "media/ltx-03-contact.jpg": "9af621b0aa91cc3e494df53f60cdcec5416ef68472e062dfecda76f3f7793ca5",
+    "media/yue2-01.flac": "305088e03699e617f3402bbf110bc009c414c09e89ded9b93c17ff05ac6cd7c4",
+    "media/qwen-04.png": "88922cfd817857f78ac9c8188781bf26fe3186cefa27229693fee0f4ff427d11",
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+    "media/wan-02-contact.jpg": "2391cbc5c9b6bedaec4c192572e96592d4aa6b3d0c55ca592e2f45e0ba1ae718",
+    "media/cog-04-contact.jpg": "b05b605af378c04efb82f0744b05939135f940e1a450f46c6462fef7e7f87636",
+    "media/qwen-turbo-q8-08.png": "1d78cf07753e1db1757a5fe7c53a9a39a7a397092be7c92e3b941f7e31133768",
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+    "media/pf-img100-01-t5-s42.png": "a391cabbff6837a961a6c903a3d3fb3551525e0e7d27c513cc038a61323022ee",
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+    "media/qwen-turbo-q8-09.png": "582d6cbd288214bc1fe72d967f4fc8dfe6e02877cdc911ad6239b69a312bee6c",
+    "media/pf-img100-04-t4-s43.png": "0fa71a1950c82dc3020307f087d270f21caaa137ee281e6ed7c15f77ff1b0479",
+    "media/cog-01-contact.jpg": "0ed1a9f64cca26220bd7df16dfae30f7ea01d34b27e34283c3cdf5b9b15bb23f",
+    "media/pf-img100-04-t5-s42.png": "7041179c88974444906d56f8762363d2468901acc1cb7a81bcba68921175035b",
+    "media/wan-02.mp4": "eb76558eda9d4f34b79be8d3885b5fe35cff8ede12cb33766f4c7aecf302571e",
+    "media/pf-img100-01-t4-s42.png": "f78b82656ab97b41e423321512a53fc7b666c7bc14344a8ee7edcd0f2557a087",
+    "media/qwen-03.png": "e6e63fd8fcdcff56e913be15b74ee17c648ee8f1bfca91cc93d2768625fd49eb",
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+      "public_sha256": "97e7660bd40ab579083276c59de0a8ec65ebc05e4008f92bd9a0cb7aa48957a0",
+      "pixel_sha256": "cc4962b6079506dbf4a5dbea5774f0c07ac21776220124967a67bc3db0599d10",
+      "full_decode": true,
+      "ancillary_metadata_removed": true,
+      "content_preserved": "Decoded pixels byte-identical"
+    },
+    {
+      "id": "qwen-turbo-q2-03",
+      "public_path": "media/qwen-turbo-q2-03.png",
+      "source_sha256": "1ec6561ac84611b8de11bf56bef85bee0888bb4f1a388056fad4a8715371b2b0",
+      "public_sha256": "744b7233b57986a86a14e51e390b2f340475d6b70076b5a3992fa8f3989633ce",
+      "pixel_sha256": "a14b4a59e809ea19212fab34ad7a8f315a96386fe2f18b7a6f41b2baa533f94c",
+      "full_decode": true,
+      "ancillary_metadata_removed": true,
+      "content_preserved": "Decoded pixels byte-identical"
+    },
+    {
+      "id": "qwen-turbo-q2-04",
+      "public_path": "media/qwen-turbo-q2-04.png",
+      "source_sha256": "9a4c8e00e94434f3aa9bf500f8481643852f31d304f513e7e465dd3e7f64c974",
+      "public_sha256": "003b572810983e196e3a33dbc0ddeabd3209007ef220735b694772310bc7bcc9",
+      "pixel_sha256": "8e488b67bdecfcb31861b87ea7962bcbbcd3b4f64a7e08e7f741a6220a24bf8a",
+      "full_decode": true,
+      "ancillary_metadata_removed": true,
+      "content_preserved": "Decoded pixels byte-identical"
+    },
+    {
+      "id": "qwen-turbo-q2-05",
+      "public_path": "media/qwen-turbo-q2-05.png",
+      "source_sha256": "6df09a9db58b9e8f024e1ade12ce471eae0d1532d70cf69a226d7b34598e2480",
+      "public_sha256": "b4c0eb114173be80b501ebd5f7d952c637a7cea88a2470c2f975e94b774b1038",
+      "pixel_sha256": "3af43f1640e218ec7223d4c46a7557eb91323e97dd81c7c3ca7c9e1acc7565bd",
+      "full_decode": true,
+      "ancillary_metadata_removed": true,
+      "content_preserved": "Decoded pixels byte-identical"
+    },
+    {
+      "id": "qwen-turbo-q2-06",
+      "public_path": "media/qwen-turbo-q2-06.png",
+      "source_sha256": "6579e3174710dc2d8fbc0f67001467f028769066646309ebf538abd9e3d03fdc",
+      "public_sha256": "40a896dce00a40bae66e1c0ba0c98acba66813cadb5696b49baf368ee8bae914",
+      "pixel_sha256": "a7a39b3c95e1c6bb6163fa4a92d3ca5b159f5b27e1e1610299187818b38d01d5",
+      "full_decode": true,
+      "ancillary_metadata_removed": true,
+      "content_preserved": "Decoded pixels byte-identical"
+    },
+    {
+      "id": "qwen-turbo-q2-07",
+      "public_path": "media/qwen-turbo-q2-07.png",
+      "source_sha256": "791d4c49d4da135b6af93c0b8ef255fb6c52f59357da1a5e75b2ebc5bd40e103",
+      "public_sha256": "bc0c5eecd40aced92a3944789a8a53d98ad99e4b0c8d442bbc74369d244ee92a",
+      "pixel_sha256": "5fd4fd0fe5f6aef34f48f9e650f5d98d1d12ac40a76948d2626780dbbc239190",
+      "full_decode": true,
+      "ancillary_metadata_removed": true,
+      "content_preserved": "Decoded pixels byte-identical"
+    },
+    {
+      "id": "qwen-turbo-q2-08",
+      "public_path": "media/qwen-turbo-q2-08.png",
+      "source_sha256": "e3065dea5f94eae6dc8cd9edbf08594f2595851b89489070a9ac0304d55d7edf",
+      "public_sha256": "45db3003f22fa429feff2b83ceee33b6d498d13add838a2233921922f9694616",
+      "pixel_sha256": "745fa8edc5e03c1920431a1a120e9607889e6f61d44ed8eaa42255590003ba1e",
+      "full_decode": true,
+      "ancillary_metadata_removed": true,
+      "content_preserved": "Decoded pixels byte-identical"
+    },
+    {
+      "id": "qwen-turbo-q2-09",
+      "public_path": "media/qwen-turbo-q2-09.png",
+      "source_sha256": "28aee55010f8ea95464c8b2a262a0aa8f87523ee94ce2d5c32a8408f1f73694d",
+      "public_sha256": "39c07e9e480d635b9e5a0023f87be29816db039fcce5ceda4299d8759bbdd500",
+      "pixel_sha256": "5d5f20c994fde16ebf5178872ed468f5c560150544c8a97aa6c24af220e6125d",
+      "full_decode": true,
+      "ancillary_metadata_removed": true,
+      "content_preserved": "Decoded pixels byte-identical"
+    },
+    {
+      "id": "qwen-turbo-q2-10",
+      "public_path": "media/qwen-turbo-q2-10.png",
+      "source_sha256": "65c2fea2707a6ebc008ab1c6956867214f2f0a925fb51fe349e14a75738ae09c",
+      "public_sha256": "c8e09799d7d8e756e3221a2f7754525d504e0e0c355763120571b5e52d092a37",
+      "pixel_sha256": "1b62142ca270b4cad3505ea0f9692088965e9fd6eb75375625699ed2a9ca39cd",
+      "full_decode": true,
+      "ancillary_metadata_removed": true,
+      "content_preserved": "Decoded pixels byte-identical"
+    }
+  ],
+  "setup_failure_scope": "Startup argument rejection and zero-sample/zero-request CIM observer failure are preserved setup/measurement evidence outside generation attempts.",
+  "private_projection_scan_findings": []
+}
diff --git a/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/dataset.json b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/dataset.json
index 7cf8b2d..ef72e29 100644
--- a/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/dataset.json
+++ b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/dataset.json
@@ -26,21 +26,22 @@
     }
   },
   "coverage": {
-    "retained_output_files": 143,
-    "accepted_outputs": 142,
-    "images": 130,
-    "accepted_images": 129,
+    "retained_output_files": 153,
+    "accepted_outputs": 152,
+    "images": 140,
+    "accepted_images": 139,
     "image_complexity_suite": 100,
     "videos": 11,
     "music": 2,
     "contact_sheets": 11,
     "failed_delivery_outputs_with_media": 1,
     "failed_or_cancelled_submitted_jobs_without_media": 7,
-    "unique_original_media_sha256": 141,
+    "unique_original_media_sha256": 151,
     "diagnostic_fixture_exclusion": "Two synthetic codec preflight MP4s are fixtures, not model outputs; excluded from gallery and generated-output counts.",
     "duplicate_media_note": "Two pairs of early accepted image files have byte-identical source hashes. Every delivery is retained; file count and unique original byte sequences are distinct.",
     "qwen_turbo_ten_image_trial": 10,
-    "qwen_turbo_q8_matched_comparison": 10
+    "qwen_turbo_q8_matched_comparison": 10,
+    "qwen_turbo_q2_matched_comparison": 10
   },
   "methodology": [
     "Same model, template and fixed generation settings; record any intentional prompt change and seed42 then43. A changed prompt forces fresh text encoding; a changed seed forces sampling.",
@@ -185,12 +186,12 @@
     "quality": "All100 complexity-image thumbnails showed recognizable scenes; some lettering was malformed. The user described both YuE2 samples as usable music. Video results ranged from nearly static fox scenes and colored noise to recognizable scenes with poor framing and prompt adherence.",
     "failed_jobs_preserved": 7,
     "campaign_totals": {
-      "recorded_attempts": 150,
-      "retained_output_files": 143,
-      "images": 130,
+      "recorded_attempts": 160,
+      "retained_output_files": 153,
+      "images": 140,
       "videos": 11,
       "music": 2,
-      "accepted_outputs": 142,
+      "accepted_outputs": 152,
       "no_output_failures": 7,
       "failed_delivery_outputs": 1
     },
@@ -2351,6 +2352,1577 @@
         "Q4 is not a high-precision ground-truth image. Independent visual findings are subjective and include poor outputs.",
         "No measured five-variant workload, objective aesthetic superiority or whole-VRAM residency is claimed."
       ]
+    },
+    "qwen_turbo_q4_q8_q2_comparison": {
+      "schema_version": "matched-qwen-three-quant-1",
+      "matched_cases": 10,
+      "new_q2_outputs": 10,
+      "distinct_briefs": 9,
+      "baseline_originals_regenerated": false,
+      "native_comparable_experiments": 3,
+      "actual_experiment_case_bindings": 30,
+      "independent_original_visual_reviews": {
+        "q4": 10,
+        "q8": 10,
+        "q2": 10
+      },
+      "five_variant_group_measured": false,
+      "initial_request": {
+        "ordinal": 1,
+        "seed": 42,
+        "prompt": "A small orange ceramic fox on a pale wooden desk, soft morning light, plain cream background, realistic studio photograph.",
+        "variants": {
+          "q4": {
+            "record": "qwen-turbo-01",
+            "media": "media/qwen-turbo-01.png",
+            "native_seconds": 320.246,
+            "factory_trace_seconds": 334.589337,
+            "encoder_cached": false,
+            "cached_nodes": [],
+            "native_inter_run_gap_seconds": null,
+            "stage_observer_seconds": {
+              "cpu_text_encode_node3_seconds": 104.32900000002701,
+              "sampling_with_loading_node6_seconds": 159.85899999999674,
+              "vae_decode_node7_seconds": 40.75,
+              "output_save_node8_seconds": 2.047000000020489
+            }
+          },
+          "q8": {
+            "record": "qwen-turbo-q8-01",
+            "media": "media/qwen-turbo-q8-01.png",
+            "native_seconds": 541.41,
+            "factory_trace_seconds": 555.30645,
+            "encoder_cached": false,
+            "cached_nodes": [
+              "11",
+              "12",
+              "2",
+              "4"
+            ],
+            "native_inter_run_gap_seconds": null,
+            "stage_observer_seconds": {
+              "cpu_text_encode_node3_seconds": 251.85999999998603,
+              "sampling_with_loading_node6_seconds": 218.375,
+              "vae_decode_node7_seconds": 63.78099999995902,
+              "output_save_node8_seconds": 1.6880000000237487
+            }
+          },
+          "q2": {
+            "record": "qwen-turbo-q2-01",
+            "media": "media/qwen-turbo-q2-01.png",
+            "native_seconds": 217.04,
+            "factory_trace_seconds": 220.797228,
+            "encoder_cached": false,
+            "cached_nodes": [],
+            "native_inter_run_gap_seconds": null,
+            "stage_observer_seconds": {
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+              "sampling_with_loading_node6_seconds": 73.31200000003446,
+              "vae_decode_node7_seconds": 31.57799999997951,
+              "output_save_node8_seconds": 0.5
+            },
+            "residency": {
+              "logical_verified": true,
+              "registered_parameters_and_buffers_checked": true,
+              "strict_placement_snapshots": 11,
+              "step_callback_count": 8,
+              "callback_boundary": "post_denoiser_pre_euler_update",
+              "physical_dedicated_residency_proven": false,
+              "generator_unloaded_by_wrapper": false,
+              "automatic_partial_or_cpu_fallback": false,
+              "minimum_sampled_driver_free_bytes": 0,
+              "maximum_torch_peak_allocated_bytes": 3502995456,
+              "maximum_torch_peak_reserved_bytes": 4244635648,
+              "actual_wddm_evidence_validated": true,
+              "wddm_whole_graph_coverage_verified": false,
+              "wddm_generator_coverage_verified": true,
+              "wddm_whole_graph_window": {
+                "coverage_failures": [
+                  "Actual successful-sample gap exceeds3s"
+                ],
+                "duration_seconds": 217.03999996185303,
+                "maximum_observed_gap_seconds": 6.159926891326904,
+                "sample_count": 211,
+                "maximum_shared_delta_from_idle_bytes": 4194304,
+                "boundary_bracket_coverage_verified": true,
+                "sampling_gap_coverage_verified": false,
+                "median_observed_gap_seconds": 1.0130220651626587,
+                "maximum_shared_bytes": 69206016,
+                "maximum_dedicated_bytes": 4331393024,
+                "maximum_dedicated_delta_from_idle_bytes": 4263550976,
+                "coverage_verified": false,
+                "boundary_before_seconds": 0.34210705757141113,
+                "boundary_after_seconds": 0.19703912734985352
+              },
+              "wddm_generator_window": {
+                "coverage_failures": [],
+                "duration_seconds": 72.92103695869446,
+                "maximum_observed_gap_seconds": 1.0297160148620605,
+                "sample_count": 74,
+                "maximum_shared_delta_from_idle_bytes": 4194304,
+                "boundary_bracket_coverage_verified": true,
+                "sampling_gap_coverage_verified": true,
+                "median_observed_gap_seconds": 1.0130350589752197,
+                "maximum_shared_bytes": 69206016,
+                "maximum_dedicated_bytes": 4331393024,
+                "maximum_dedicated_delta_from_idle_bytes": 4263550976,
+                "coverage_verified": true,
+                "boundary_before_seconds": 0.002991199493408203,
+                "boundary_after_seconds": 0.8701419830322266
+              },
+              "wddm_query_error_count_total": 3,
+              "wddm_query_errors_in_whole_graph_window": 1,
+              "wddm_query_errors_in_generator_window": 0,
+              "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."
+            }
+          }
+        }
+      },
+      "same_brief_second_seed": {
+        "ordinal": 2,
+        "seed": 43,
+        "prompt": "A small orange ceramic fox on a pale wooden desk, soft morning light, plain cream background, realistic studio photograph.",
+        "variants": {
+          "q4": {
+            "record": "qwen-turbo-02",
+            "media": "media/qwen-turbo-02.png",
+            "native_seconds": 95.234,
+            "factory_trace_seconds": 96.670077,
+            "encoder_cached": true,
+            "cached_nodes": [
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+              "10",
+              "11",
+              "12",
+              "2",
+              "3",
+              "4",
+              "5"
+            ],
+            "native_inter_run_gap_seconds": 34.322,
+            "stage_observer_seconds": {
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+              "sampling_with_loading_node6_seconds": 67.14100000000326,
+              "vae_decode_node7_seconds": 27.82800000003772,
+              "output_save_node8_seconds": 0.06299999996554106
+            }
+          },
+          "q8": {
+            "record": "qwen-turbo-q8-02",
+            "media": "media/qwen-turbo-q8-02.png",
+            "native_seconds": 93.391,
+            "factory_trace_seconds": 94.081507,
+            "encoder_cached": true,
+            "cached_nodes": [
+              "1",
+              "10",
+              "11",
+              "12",
+              "2",
+              "3",
+              "4",
+              "5"
+            ],
+            "native_inter_run_gap_seconds": 24.958,
+            "stage_observer_seconds": {
+              "cpu_text_encode_node3_seconds": null,
+              "sampling_with_loading_node6_seconds": 64.78099999995902,
+              "vae_decode_node7_seconds": 28.32800000003772,
+              "output_save_node8_seconds": 0.06299999996554106
+            }
+          },
+          "q2": {
+            "record": "qwen-turbo-q2-02",
+            "media": "media/qwen-turbo-q2-02.png",
+            "native_seconds": 90.96,
+            "factory_trace_seconds": 93.614167,
+            "encoder_cached": true,
+            "cached_nodes": [
+              "1",
+              "10",
+              "11",
+              "12",
+              "2",
+              "3",
+              "4",
+              "5"
+            ],
+            "native_inter_run_gap_seconds": 22.769,
+            "stage_observer_seconds": {
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+              "sampling_with_loading_node6_seconds": 61.46799999999348,
+              "vae_decode_node7_seconds": 29.219000000040978,
+              "output_save_node8_seconds": 0.14100000000325963
+            },
+            "residency": {
+              "logical_verified": true,
+              "registered_parameters_and_buffers_checked": true,
+              "strict_placement_snapshots": 11,
+              "step_callback_count": 8,
+              "callback_boundary": "post_denoiser_pre_euler_update",
+              "physical_dedicated_residency_proven": false,
+              "generator_unloaded_by_wrapper": false,
+              "automatic_partial_or_cpu_fallback": false,
+              "minimum_sampled_driver_free_bytes": 0,
+              "maximum_torch_peak_allocated_bytes": 3502995456,
+              "maximum_torch_peak_reserved_bytes": 4244635648,
+              "actual_wddm_evidence_validated": true,
+              "wddm_whole_graph_coverage_verified": true,
+              "wddm_generator_coverage_verified": true,
+              "wddm_whole_graph_window": {
+                "coverage_failures": [],
+                "duration_seconds": 90.96000003814697,
+                "maximum_observed_gap_seconds": 1.0281319618225098,
+                "sample_count": 92,
+                "maximum_shared_delta_from_idle_bytes": 4194304,
+                "boundary_bracket_coverage_verified": true,
+                "sampling_gap_coverage_verified": true,
+                "median_observed_gap_seconds": 1.012998104095459,
+                "maximum_shared_bytes": 69206016,
+                "maximum_dedicated_bytes": 4331393024,
+                "maximum_dedicated_delta_from_idle_bytes": 4263550976,
+                "coverage_verified": true,
+                "boundary_before_seconds": 0.3693549633026123,
+                "boundary_after_seconds": 0.7598569393157959
+              },
+              "wddm_generator_window": {
+                "coverage_failures": [],
+                "duration_seconds": 61.45852708816528,
+                "maximum_observed_gap_seconds": 1.0233500003814697,
+                "sample_count": 63,
+                "maximum_shared_delta_from_idle_bytes": 4194304,
+                "boundary_bracket_coverage_verified": true,
+                "sampling_gap_coverage_verified": true,
+                "median_observed_gap_seconds": 1.0130280256271362,
+                "maximum_shared_bytes": 69206016,
+                "maximum_dedicated_bytes": 4331393024,
+                "maximum_dedicated_delta_from_idle_bytes": 4263550976,
+                "coverage_verified": true,
+                "boundary_before_seconds": 0.5032908916473389,
+                "boundary_after_seconds": 0.766273021697998
+              },
+              "wddm_query_error_count_total": 3,
+              "wddm_query_errors_in_whole_graph_window": 0,
+              "wddm_query_errors_in_generator_window": 0,
+              "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."
+            }
+          }
+        }
+      },
+      "eight_new_briefs": {
+        "q4": {
+          "count": 8,
+          "minimum": 194.865,
+          "median": 199.712,
+          "maximum": 223.135,
+          "sum": 1631.842
+        },
+        "q8": {
+          "count": 8,
+          "minimum": 384.654,
+          "median": 446.47749999999996,
+          "maximum": 620.242,
+          "sum": 3747.615
+        },
+        "q2": {
+          "count": 8,
+          "minimum": 190.117,
+          "median": 196.433,
+          "maximum": 217.85,
+          "sum": 1590.593
+        }
+      },
+      "q2_first_native_start_utc": "2026-10-21T13:46:29.128000+00:00",
+      "runtime_comparison": {
+        "q2_new_process": true,
+        "q2_default_normal_vram": true,
+        "q2_reserve_gib": 0.6,
+        "q2_force_full_generator_load": true,
+        "q2_instrumented": true,
+        "shared_settings": "512×512; eight Euler steps; CFG1; exact ManualSigmas; CPU INT8 encoder; CPU VAE; FP32 compute.",
+        "physical_dedicated_residency_proven": false
+      },
+      "setup_context": {
+        "startup_argument_rejection": {
+          "phase": "setup_before_generation",
+          "cause": "Pinned ComfyUI0.42.1 rejected an unsupported --normalvram argument. Normal VRAM is selected by omitting --lowvram. The clean parser exit was corrected before generation.",
+          "generation_attempts_added": 0
+        },
+        "measurement_observer_initial_failure": {
+          "phase": "measurement_setup_before_generation",
+          "error_type": "CimException",
+          "cause_established": false,
+          "verified_samples": 0,
+          "generation_requests_observed": 0,
+          "generation_attempts_added": 0,
+          "scope": "Initial raw counter query failed before the idle baseline. Its cause remains unresolved. Its failed observer state/log/source are retained separately; later actual per-case WDDM coverage is evaluated before publication."
+        },
+        "runtime_source_line_endings": {
+          "verified_sources": 16,
+          "changed_sources": 12,
+          "byte_identical_sources": 4,
+          "scope": "Operator exact-byte readback verified twelve Comfy LF-to-CRLF serialization changes and four byte-identical GGUF sources; full preserved and actual native hashes remain pinned."
+        }
+      },
+      "wddm_observation_summary": {
+        "evidence_validated_requests": 10,
+        "whole_graph_coverage_verified_requests": 7,
+        "generator_coverage_verified_requests": 9,
+        "observer_query_error_count_total": 3,
+        "whole_graph_coverage_failed_ordinals": [
+          1,
+          6,
+          10
+        ],
+        "generator_coverage_failed_ordinals": [
+          10
+        ],
+        "maximum_whole_graph_successful_sample_gap_seconds": 6.406083106994629,
+        "maximum_generator_successful_sample_gap_seconds": 6.074722051620483,
+        "physical_dedicated_residency_proven": false
+      },
+      "rows": [
+        {
+          "ordinal": 1,
+          "seed": 42,
+          "prompt": "A small orange ceramic fox on a pale wooden desk, soft morning light, plain cream background, realistic studio photograph.",
+          "variants": {
+            "q4": {
+              "record": "qwen-turbo-01",
+              "media": "media/qwen-turbo-01.png",
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+                  "maximum_dedicated_bytes": 4325101568,
+                  "maximum_dedicated_delta_from_idle_bytes": 4257259520,
+                  "coverage_verified": true,
+                  "boundary_before_seconds": 0.5481951236724854,
+                  "boundary_after_seconds": 0.6634769439697266
+                },
+                "wddm_generator_window": {
+                  "coverage_failures": [],
+                  "duration_seconds": 66.34918999671936,
+                  "maximum_observed_gap_seconds": 1.0276000499725342,
+                  "sample_count": 68,
+                  "maximum_shared_delta_from_idle_bytes": 4194304,
+                  "boundary_bracket_coverage_verified": true,
+                  "sampling_gap_coverage_verified": true,
+                  "median_observed_gap_seconds": 1.0128090381622314,
+                  "maximum_shared_bytes": 69206016,
+                  "maximum_dedicated_bytes": 4325101568,
+                  "maximum_dedicated_delta_from_idle_bytes": 4257259520,
+                  "coverage_verified": true,
+                  "boundary_before_seconds": 0.9175951480865479,
+                  "boundary_after_seconds": 0.5098450183868408
+                },
+                "wddm_query_error_count_total": 3,
+                "wddm_query_errors_in_whole_graph_window": 0,
+                "wddm_query_errors_in_generator_window": 0,
+                "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."
+              }
+            }
+          }
+        },
+        {
+          "ordinal": 10,
+          "seed": 51,
+          "prompt": "Create a highly detailed cinematic architectural illustration of a remote mountain observatory at blue hour after a light snowfall. The building occupies the right two-thirds of the square image: a circular pale-stone base supports one weathered copper dome, whose open viewing slit points toward the upper left. A narrow exterior staircase with dark iron handrails climbs from a small lower entrance to a balcony; every step has a thin undisturbed layer of snow. One adult astronomer in a dark red winter coat stands on the balcony with a small white notebook held closed in one gloved hand, looking toward the sky. Place a warm amber lamp immediately above the entrance, creating a pool of light on the stone without illuminating the whole landscape. In the lower left foreground, a crooked pine tree and two exposed granite rocks frame a winding path that leads toward the building. Behind the observatory, show distant mountain ridges fading from slate blue into violet mist. The sky contains scattered sharp stars and a faint natural Milky Way band, with no oversized planets or fantasy moons. Balance warm interior light against cold ambient snow light, use physically plausible perspective, careful separation of the staircase rails and the figure, and visible differences between copper, stone, glass, fabric and snow. The final scene should feel quiet, inhabited and believable. Do not add titles, labels, logos, watermarks, extra people, extra domes or duplicate staircases.",
+          "variants": {
+            "q4": {
+              "record": "qwen-turbo-10",
+              "media": "media/qwen-turbo-10.png",
+              "native_seconds": 223.135,
+              "factory_trace_seconds": 226.020651,
+              "encoder_cached": false,
+              "cached_nodes": [
+                "1",
+                "11",
+                "12",
+                "2",
+                "4",
+                "5"
+              ],
+              "native_inter_run_gap_seconds": 10.771,
+              "stage_observer_seconds": {
+                "cpu_text_encode_node3_seconds": 115.98399999999674,
+                "sampling_with_loading_node6_seconds": 78.40600000001723,
+                "vae_decode_node7_seconds": 28.639999999955762,
+                "output_save_node8_seconds": 0.07900000002700835
+              }
+            },
+            "q8": {
+              "record": "qwen-turbo-q8-10",
+              "media": "media/qwen-turbo-q8-10.png",
+              "native_seconds": 421.721,
+              "factory_trace_seconds": 438.158993,
+              "encoder_cached": false,
+              "cached_nodes": [
+                "1",
+                "11",
+                "12",
+                "2",
+                "4",
+                "5"
+              ],
+              "native_inter_run_gap_seconds": 36.492,
+              "stage_observer_seconds": {
+                "cpu_text_encode_node3_seconds": 271.4529999999795,
+                "sampling_with_loading_node6_seconds": 109.71899999998277,
+                "vae_decode_node7_seconds": 38.34399999998277,
+                "output_save_node8_seconds": 1.5310000000172295
+              }
+            },
+            "q2": {
+              "record": "qwen-turbo-q2-10",
+              "media": "media/qwen-turbo-q2-10.png",
+              "native_seconds": 217.85,
+              "factory_trace_seconds": 219.910558,
+              "encoder_cached": false,
+              "cached_nodes": [
+                "1",
+                "11",
+                "12",
+                "2",
+                "4",
+                "5"
+              ],
+              "native_inter_run_gap_seconds": 22.358,
+              "stage_observer_seconds": {
+                "cpu_text_encode_node3_seconds": 116.32800000009593,
+                "sampling_with_loading_node6_seconds": 72.60899999993853,
+                "vae_decode_node7_seconds": 28.82799999997951,
+                "output_save_node8_seconds": 0.07900000002700835
+              },
+              "residency": {
+                "logical_verified": true,
+                "registered_parameters_and_buffers_checked": true,
+                "strict_placement_snapshots": 11,
+                "step_callback_count": 8,
+                "callback_boundary": "post_denoiser_pre_euler_update",
+                "physical_dedicated_residency_proven": false,
+                "generator_unloaded_by_wrapper": false,
+                "automatic_partial_or_cpu_fallback": false,
+                "minimum_sampled_driver_free_bytes": 0,
+                "maximum_torch_peak_allocated_bytes": 3520192512,
+                "maximum_torch_peak_reserved_bytes": 4261412864,
+                "actual_wddm_evidence_validated": true,
+                "wddm_whole_graph_coverage_verified": false,
+                "wddm_generator_coverage_verified": false,
+                "wddm_whole_graph_window": {
+                  "coverage_failures": [
+                    "Actual successful-sample gap exceeds3s"
+                  ],
+                  "duration_seconds": 217.85000014305115,
+                  "maximum_observed_gap_seconds": 6.074722051620483,
+                  "sample_count": 212,
+                  "maximum_shared_delta_from_idle_bytes": 4194304,
+                  "boundary_bracket_coverage_verified": true,
+                  "sampling_gap_coverage_verified": false,
+                  "median_observed_gap_seconds": 1.0130879878997803,
+                  "maximum_shared_bytes": 69206016,
+                  "maximum_dedicated_bytes": 4348170240,
+                  "maximum_dedicated_delta_from_idle_bytes": 4280328192,
+                  "coverage_verified": false,
+                  "boundary_before_seconds": 0.48005199432373047,
+                  "boundary_after_seconds": 0.1690659523010254
+                },
+                "wddm_generator_window": {
+                  "coverage_failures": [
+                    "Actual successful-sample gap exceeds3s"
+                  ],
+                  "duration_seconds": 72.58504915237427,
+                  "maximum_observed_gap_seconds": 6.074722051620483,
+                  "sample_count": 69,
+                  "maximum_shared_delta_from_idle_bytes": 4194304,
+                  "boundary_bracket_coverage_verified": true,
+                  "sampling_gap_coverage_verified": false,
+                  "median_observed_gap_seconds": 1.0129915475845337,
+                  "maximum_shared_bytes": 69206016,
+                  "maximum_dedicated_bytes": 4348170240,
+                  "maximum_dedicated_delta_from_idle_bytes": 4280328192,
+                  "coverage_verified": false,
+                  "boundary_before_seconds": 0.4016430377960205,
+                  "boundary_after_seconds": 0.7757158279418945
+                },
+                "wddm_query_error_count_total": 3,
+                "wddm_query_errors_in_whole_graph_window": 1,
+                "wddm_query_errors_in_generator_window": 1,
+                "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."
+              }
+            }
+          }
+        }
+      ],
+      "limits": [
+        "Q2 changes storage quantization, model loading policy, reserve and process context; unrandomized different-time comparisons do not isolate quantization speed.",
+        "Logical generator placement is checked at load/sampler entry, eight post-denoiser/pre-Euler-update callbacks and completion. This does not prove uninterrupted physical dedicated residency.",
+        "WDDM observations have exact process/adapter idle context and independently measured graph/generator coverage. Failed coverage and actual query errors remain explicit; observed maxima do not bound unobserved gaps. Nonzero shared memory alone is not proof of weight paging.",
+        "The first two requests share a brief; no five-variant workload was measured.",
+        "Q4/Q8 are retained comparison outputs, not high-precision quality ground truth."
+      ]
     }
   },
   "models": [
@@ -2790,6 +4362,48 @@
         "Technical completion is separate from subjective visual findings. No automatic aesthetic superiority or high-precision ground-truth quality claim is made.",
         "Only the first two requests share a brief. Five variants per brief remain untested."
       ]
+    },
+    {
+      "id": "qwen-turbo-q2",
+      "label": "Qwen Image 2.1 Turbo Q2_K",
+      "source": "https://huggingface.co/unsloth/Qwen-Image-2.1-Turbo-GGUF",
+      "revision": "5d1f9f759ea877ae556cda88dbec958b62ad3809",
+      "weights": [
+        {
+          "filename": "qwen-image-2.1-turbo-Q2_K.gguf",
+          "revision": "5d1f9f759ea877ae556cda88dbec958b62ad3809",
+          "sha256": "19c0c8aba44d7dbd760e0d916e3eae8dcc285244cbeca98c34aa0e59c32fb709",
+          "url": "https://huggingface.co/unsloth/Qwen-Image-2.1-Turbo-GGUF/resolve/5d1f9f759ea877ae556cda88dbec958b62ad3809/qwen-image-2.1-turbo-Q2_K.gguf",
+          "repository": "unsloth/Qwen-Image-2.1-Turbo-GGUF",
+          "size_bytes": 2466137920
+        },
+        {
+          "filename": "text_encoders/qwen3vl_8b_int8_convrot.safetensors",
+          "revision": "a8342359c61979b06a8dafb1a47991fe1f30e994",
+          "sha256": "8bfd0f6e12abf2d2d697ecc888e5e90b0d6741d6708f05799f53afa560452e8f",
+          "url": "https://huggingface.co/Comfy-Org/Qwen-Image-2.1/resolve/a8342359c61979b06a8dafb1a47991fe1f30e994/text_encoders/qwen3vl_8b_int8_convrot.safetensors",
+          "repository": "Comfy-Org/Qwen-Image-2.1",
+          "size_bytes": 9350798360
+        },
+        {
+          "filename": "vae/qwen_image_2.1_vae_bf16.safetensors",
+          "revision": "a8342359c61979b06a8dafb1a47991fe1f30e994",
+          "sha256": "bb21f7473051e1ac368515dd3f2e15cd44d7a11748ee8823e1ddca3e4876b7c9",
+          "url": "https://huggingface.co/Comfy-Org/Qwen-Image-2.1/resolve/a8342359c61979b06a8dafb1a47991fe1f30e994/vae/qwen_image_2.1_vae_bf16.safetensors",
+          "repository": "Comfy-Org/Qwen-Image-2.1",
+          "size_bytes": 675509688
+        }
+      ],
+      "licenses": [
+        "Qwen research license; not Apache-2.0. https://huggingface.co/Qwen/Qwen-Image-2.1-Turbo/blob/fc13ba1986fcb905854dc8de2f52eee395f49b5b/LICENSE"
+      ],
+      "workflow_source": "https://github.com/Comfy-Org/workflow_templates/blob/0cf483d1dcb548b8b8d3f38ddf0ff41c89896cdb/templates/image_qwen_image_2_1_turbo_t2i.json",
+      "workflow_notice": "qwen-turbo-workflow-NOTICE.md",
+      "findings": [
+        "Ten actual Q2 originals match the ten unchanged Q4 and ten unchanged Q8 briefs/seeds/order.",
+        "Requested whole-generator loading is supported by actual logical placement checks. WDDM graph/generator coverage is evaluated separately, including gaps and query errors; uninterrupted physical dedicated residency is not established.",
+        "Q2 changes runtime policy and instrumentation as well as weight storage; this is not an isolated quantization-speed comparison."
+      ]
     }
   ],
   "runs": [
@@ -29228,6 +30842,2057 @@
         "q4_media": "media/qwen-turbo-10.png",
         "comparison_path": "qwen-turbo-q4-q8-comparison.json"
       }
+    },
+    {
+      "id": "qwen-turbo-q2-01",
+      "label": "Qwen Image 2.1 Turbo Q2_K · seed 42",
+      "group": "qwen21-turbo-q2-comparison",
+      "kind": "image",
+      "model_id": "qwen-turbo-q2",
+      "model": "unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K",
+      "seed": 42,
+      "status": "succeeded",
+      "accepted_result": true,
+      "prompt": "A small orange ceramic fox on a pale wooden desk, soft morning light, plain cream background, realistic studio photograph.",
+      "prompt_details": {
+        "word_count": 19,
+        "complexity": "Very short / retained runtime pair",
+        "conditioning_texts": {
+          "3.prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA small orange ceramic fox on a pale wooden desk, soft morning light, plain cream background, realistic studio photograph."
+        },
+        "actual_positive_text": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA small orange ceramic fox on a pale wooden desk, soft morning light, plain cream background, realistic studio photograph."
+      },
+      "parameters": {
+        "1 UnetLoaderGGUFAdvanced": {
+          "unet_name": "qwen-image-2.1-turbo-Q2_K.gguf",
+          "dequant_dtype": "float32",
+          "patch_dtype": "float32",
+          "patch_on_device": false
+        },
+        "2 CLIPLoader": {
+          "clip_name": "qwen3vl_8b_int8_convrot.safetensors",
+          "type": "qwen_image",
+          "device": "cpu"
+        },
+        "3 TextEncodeQwenImage21": {
+          "negative_prompt": "",
+          "resolution": 512
+        },
+        "4 VAELoader": {
+          "vae_name": "qwen_image_2.1_vae_bf16.safetensors"
+        },
+        "5 QwenImage21Cache": {
+          "device": "off",
+          "dtype": "default"
+        },
+        "6 PFQwenQ2WholeGeneratorSampler": {},
+        "7 VAEDecode": {},
+        "8 SaveImage": {},
+        "9 RandomNoise": {
+          "noise_seed": 42
+        },
+        "10 CFGGuider": {
+          "cfg": 1.0
+        },
+        "11 KSamplerSelect": {
+          "sampler_name": "euler"
+        },
+        "12 ManualSigmas": {
+          "sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"
+        }
+      },
+      "timing": {
+        "factory_trace_seconds": 220.797228,
+        "comfy_server_seconds": 217.04,
+        "stages_seconds": {
+          "node_4_observer_receive_interval": 2.4689999999827705,
+          "node_2_observer_receive_interval": 3.719000000040978,
+          "node_3_observer_receive_interval": 104.53099999995902,
+          "node_12_observer_receive_interval": 0.01600000000325963,
+          "node_11_observer_receive_interval": 0.031000000017229468,
+          "node_1_observer_receive_interval": 0.7339999999967404,
+          "node_5_observer_receive_interval": 0.09399999998277053,
+          "node_10_observer_receive_interval": 0,
+          "node_9_observer_receive_interval": 0.01600000000325963,
+          "node_6_observer_receive_interval": 73.31200000003446,
+          "node_7_observer_receive_interval": 31.57799999997951,
+          "node_8_observer_receive_interval": 0.5
+        },
+        "limits": "Native graph, trace and observer stage times have separate boundaries. Instrumentation adds overhead."
+      },
+      "cache": {
+        "cached_nodes": [],
+        "same_runtime_retained": null,
+        "immediate_warm_claim": false,
+        "encoder_cached": false,
+        "context": {
+          "native_inter_run_gap_seconds": null,
+          "only_seed_changed_from_predecessor": false,
+          "text_changed_from_predecessor": false
+        }
+      },
+      "resources": {
+        "sampled_summary": {
+          "sample_count": 108,
+          "inflight_sample_count": 107,
+          "minimum_ram_available_bytes": 4141621248,
+          "minimum_commit_available_bytes": 13704994816,
+          "minimum_system_drive_free_bytes": 18544037888,
+          "maximum_sampled_device_gpu_used_mib": 4826
+        },
+        "limits": "Device-wide observations include display/other workloads; exact per-process WDDM observations are separate."
+      },
+      "residency": {
+        "logical_verified": true,
+        "registered_parameters_and_buffers_checked": true,
+        "strict_placement_snapshots": 11,
+        "step_callback_count": 8,
+        "callback_boundary": "post_denoiser_pre_euler_update",
+        "physical_dedicated_residency_proven": false,
+        "generator_unloaded_by_wrapper": false,
+        "automatic_partial_or_cpu_fallback": false,
+        "minimum_sampled_driver_free_bytes": 0,
+        "maximum_torch_peak_allocated_bytes": 3502995456,
+        "maximum_torch_peak_reserved_bytes": 4244635648,
+        "actual_wddm_evidence_validated": true,
+        "wddm_whole_graph_coverage_verified": false,
+        "wddm_generator_coverage_verified": true,
+        "wddm_whole_graph_window": {
+          "coverage_failures": [
+            "Actual successful-sample gap exceeds3s"
+          ],
+          "duration_seconds": 217.03999996185303,
+          "maximum_observed_gap_seconds": 6.159926891326904,
+          "sample_count": 211,
+          "maximum_shared_delta_from_idle_bytes": 4194304,
+          "boundary_bracket_coverage_verified": true,
+          "sampling_gap_coverage_verified": false,
+          "median_observed_gap_seconds": 1.0130220651626587,
+          "maximum_shared_bytes": 69206016,
+          "maximum_dedicated_bytes": 4331393024,
+          "maximum_dedicated_delta_from_idle_bytes": 4263550976,
+          "coverage_verified": false,
+          "boundary_before_seconds": 0.34210705757141113,
+          "boundary_after_seconds": 0.19703912734985352
+        },
+        "wddm_generator_window": {
+          "coverage_failures": [],
+          "duration_seconds": 72.92103695869446,
+          "maximum_observed_gap_seconds": 1.0297160148620605,
+          "sample_count": 74,
+          "maximum_shared_delta_from_idle_bytes": 4194304,
+          "boundary_bracket_coverage_verified": true,
+          "sampling_gap_coverage_verified": true,
+          "median_observed_gap_seconds": 1.0130350589752197,
+          "maximum_shared_bytes": 69206016,
+          "maximum_dedicated_bytes": 4331393024,
+          "maximum_dedicated_delta_from_idle_bytes": 4263550976,
+          "coverage_verified": true,
+          "boundary_before_seconds": 0.002991199493408203,
+          "boundary_after_seconds": 0.8701419830322266
+        },
+        "wddm_query_error_count_total": 3,
+        "wddm_query_errors_in_whole_graph_window": 1,
+        "wddm_query_errors_in_generator_window": 0,
+        "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."
+      },
+      "encoding": {
+        "encoder_cached": false,
+        "token_truncation_verified": false
+      },
+      "verification": {
+        "full_decode": true,
+        "checksum": true,
+        "acknowledged": true,
+        "trace_attachment": true,
+        "native_experiment": true,
+        "native_comparable_Q4_Q8_Q2_experiments": true,
+        "independent_public_copy_decode": true,
+        "visual_review": true,
+        "logical_generator_placement": true,
+        "wddm_evidence_validated": true,
+        "wddm_whole_graph_coverage": false,
+        "wddm_generator_window_coverage": true,
+        "wddm_observation_coverage": false,
+        "physical_dedicated_residency_proven": false
+      },
+      "findings": [
+        "A coherent, larger frontal seated fox on the desk, with a visible tail at the left.",
+        "Orange fox, cream backdrop and soft light match; requested ceramic identity is weak.",
+        "Dense fine fur and visible whiskers make it read more like an animal or furry toy than ceramic.",
+        "Face, ears and paws are recognizable; no obvious duplicate limbs.",
+        "No text requested or visible.",
+        "Requested ceramic material is not convincing; fur and whiskers dominate."
+      ],
+      "media": [
+        {
+          "path": "media/qwen-turbo-q2-01.png",
+          "mime_type": "image/png",
+          "size_bytes": 310561,
+          "sha256": "e978ec354acaa94c74eae1fdd18769fbfbd05fd974d6649ce3264b77ec3a3888",
+          "source_sha256": "06e56e7ca63ffdc6b0bcb1f0c535ca622987e6abc8c0068040d2707f5eaf13c8",
+          "width": 512,
+          "height": 512,
+          "pixel_sha256": "94c49b07bb2e075a707e35f8627a3561a2f9108920536fa2979acfcc73c7b37b",
+          "metadata_handling": "PNG re-encoded losslessly without ancillary metadata; decoded pixels unchanged.",
+          "public_copy_full_decode_passed": true,
+          "source_content_preserved": "Decoded pixels byte-identical"
+        }
+      ],
+      "workflow_path": "workflows/qwen-turbo-q2-01.json",
+      "workflow_sha256": "35730e3e8a00d2d34c3fb10a6a309d15ab1a251c7e2613aa91fdb3cb4ffb42f6",
+      "source_workflow_canonical_sha256": "43cfbcacb278fbf574b2a0ddaa07d8fc0acbf9735efa17f1208825d8b7b20a85",
+      "matched_comparison": {
+        "q4_record": "qwen-turbo-01",
+        "q8_record": "qwen-turbo-q8-01",
+        "comparison_path": "qwen-turbo-q4-q8-q2-comparison.json"
+      }
+    },
+    {
+      "id": "qwen-turbo-q2-02",
+      "label": "Qwen Image 2.1 Turbo Q2_K · seed 43",
+      "group": "qwen21-turbo-q2-comparison",
+      "kind": "image",
+      "model_id": "qwen-turbo-q2",
+      "model": "unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K",
+      "seed": 43,
+      "status": "succeeded",
+      "accepted_result": true,
+      "prompt": "A small orange ceramic fox on a pale wooden desk, soft morning light, plain cream background, realistic studio photograph.",
+      "prompt_details": {
+        "word_count": 19,
+        "complexity": "Very short / retained runtime pair",
+        "conditioning_texts": {
+          "3.prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA small orange ceramic fox on a pale wooden desk, soft morning light, plain cream background, realistic studio photograph."
+        },
+        "actual_positive_text": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA small orange ceramic fox on a pale wooden desk, soft morning light, plain cream background, realistic studio photograph."
+      },
+      "parameters": {
+        "1 UnetLoaderGGUFAdvanced": {
+          "unet_name": "qwen-image-2.1-turbo-Q2_K.gguf",
+          "dequant_dtype": "float32",
+          "patch_dtype": "float32",
+          "patch_on_device": false
+        },
+        "2 CLIPLoader": {
+          "clip_name": "qwen3vl_8b_int8_convrot.safetensors",
+          "type": "qwen_image",
+          "device": "cpu"
+        },
+        "3 TextEncodeQwenImage21": {
+          "negative_prompt": "",
+          "resolution": 512
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+        "4 VAELoader": {
+          "vae_name": "qwen_image_2.1_vae_bf16.safetensors"
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+        "5 QwenImage21Cache": {
+          "device": "off",
+          "dtype": "default"
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+        "6 PFQwenQ2WholeGeneratorSampler": {},
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+        "8 SaveImage": {},
+        "9 RandomNoise": {
+          "noise_seed": 43
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+        "10 CFGGuider": {
+          "cfg": 1.0
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+        "11 KSamplerSelect": {
+          "sampler_name": "euler"
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+        "12 ManualSigmas": {
+          "sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"
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+        "limits": "Native graph, trace and observer stage times have separate boundaries. Instrumentation adds overhead."
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+          "5"
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+        "immediate_warm_claim": false,
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+        "context": {
+          "native_inter_run_gap_seconds": 22.769,
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+          "text_changed_from_predecessor": false
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+        "sampled_summary": {
+          "sample_count": 47,
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+          "maximum_sampled_device_gpu_used_mib": 4830
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+        "limits": "Device-wide observations include display/other workloads; exact per-process WDDM observations are separate."
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+        "maximum_torch_peak_allocated_bytes": 3502995456,
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+        "actual_wddm_evidence_validated": true,
+        "wddm_whole_graph_coverage_verified": true,
+        "wddm_generator_coverage_verified": true,
+        "wddm_whole_graph_window": {
+          "coverage_failures": [],
+          "duration_seconds": 90.96000003814697,
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+          "sample_count": 92,
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+          "boundary_bracket_coverage_verified": true,
+          "sampling_gap_coverage_verified": true,
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+          "maximum_dedicated_bytes": 4331393024,
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+          "coverage_verified": true,
+          "boundary_before_seconds": 0.3693549633026123,
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+        "wddm_generator_window": {
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+          "boundary_bracket_coverage_verified": true,
+          "sampling_gap_coverage_verified": true,
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+          "boundary_before_seconds": 0.5032908916473389,
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+        "wddm_query_error_count_total": 3,
+        "wddm_query_errors_in_whole_graph_window": 0,
+        "wddm_query_errors_in_generator_window": 0,
+        "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."
+      },
+      "encoding": {
+        "encoder_cached": true,
+        "token_truncation_verified": false
+      },
+      "verification": {
+        "full_decode": true,
+        "checksum": true,
+        "acknowledged": true,
+        "trace_attachment": true,
+        "native_experiment": true,
+        "native_comparable_Q4_Q8_Q2_experiments": true,
+        "independent_public_copy_decode": true,
+        "visual_review": true,
+        "logical_generator_placement": true,
+        "wddm_evidence_validated": true,
+        "wddm_whole_graph_coverage": true,
+        "wddm_generator_window_coverage": true,
+        "wddm_observation_coverage": true,
+        "physical_dedicated_residency_proven": false
+      },
+      "findings": [
+        "Coherent frontal toy-like fox with a raised tail on the left.",
+        "Orange fox, pale desk, cream backdrop and studio light are present.",
+        "Fine fur grooves and soft-looking tail suggest a toy or animal texture rather than unmistakable ceramic.",
+        "Large dark eyes and small paws create juvenile/cartoon proportions; limbs remain separate.",
+        "No text requested or visible.",
+        "Ceramic identity is ambiguous; proportions are more juvenile and toy-like than the two matched originals."
+      ],
+      "media": [
+        {
+          "path": "media/qwen-turbo-q2-02.png",
+          "mime_type": "image/png",
+          "size_bytes": 278667,
+          "sha256": "97e7660bd40ab579083276c59de0a8ec65ebc05e4008f92bd9a0cb7aa48957a0",
+          "source_sha256": "001ff3b2bbc0bbfffb826c42240e0a1f92c74bacd0f83a16cd1d93a112be0357",
+          "width": 512,
+          "height": 512,
+          "pixel_sha256": "cc4962b6079506dbf4a5dbea5774f0c07ac21776220124967a67bc3db0599d10",
+          "metadata_handling": "PNG re-encoded losslessly without ancillary metadata; decoded pixels unchanged.",
+          "public_copy_full_decode_passed": true,
+          "source_content_preserved": "Decoded pixels byte-identical"
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+      ],
+      "workflow_path": "workflows/qwen-turbo-q2-02.json",
+      "workflow_sha256": "487dfeecd5b3f3fdc3d377586fff0289dd2e0820093554d0881ca64a02fe7634",
+      "source_workflow_canonical_sha256": "50c4f3d9f4c1212909bafbebeba5f15f3262fbe7a687e09d6363c62bc19c6986",
+      "matched_comparison": {
+        "q4_record": "qwen-turbo-02",
+        "q8_record": "qwen-turbo-q8-02",
+        "comparison_path": "qwen-turbo-q4-q8-q2-comparison.json"
+      }
+    },
+    {
+      "id": "qwen-turbo-q2-03",
+      "label": "Qwen Image 2.1 Turbo Q2_K · seed 44",
+      "group": "qwen21-turbo-q2-comparison",
+      "kind": "image",
+      "model_id": "qwen-turbo-q2",
+      "model": "unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K",
+      "seed": 44,
+      "status": "succeeded",
+      "accepted_result": true,
+      "prompt": "A turquoise alpine lake beneath snowy mountains at sunrise, a yellow canoe near the shore, crisp natural landscape photograph.",
+      "prompt_details": {
+        "word_count": 19,
+        "complexity": "Short landscape",
+        "conditioning_texts": {
+          "3.prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA turquoise alpine lake beneath snowy mountains at sunrise, a yellow canoe near the shore, crisp natural landscape photograph."
+        },
+        "actual_positive_text": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA turquoise alpine lake beneath snowy mountains at sunrise, a yellow canoe near the shore, crisp natural landscape photograph."
+      },
+      "parameters": {
+        "1 UnetLoaderGGUFAdvanced": {
+          "unet_name": "qwen-image-2.1-turbo-Q2_K.gguf",
+          "dequant_dtype": "float32",
+          "patch_dtype": "float32",
+          "patch_on_device": false
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+        "2 CLIPLoader": {
+          "clip_name": "qwen3vl_8b_int8_convrot.safetensors",
+          "type": "qwen_image",
+          "device": "cpu"
+        },
+        "3 TextEncodeQwenImage21": {
+          "negative_prompt": "",
+          "resolution": 512
+        },
+        "4 VAELoader": {
+          "vae_name": "qwen_image_2.1_vae_bf16.safetensors"
+        },
+        "5 QwenImage21Cache": {
+          "device": "off",
+          "dtype": "default"
+        },
+        "6 PFQwenQ2WholeGeneratorSampler": {},
+        "7 VAEDecode": {},
+        "8 SaveImage": {},
+        "9 RandomNoise": {
+          "noise_seed": 44
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+        "10 CFGGuider": {
+          "cfg": 1.0
+        },
+        "11 KSamplerSelect": {
+          "sampler_name": "euler"
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+        "12 ManualSigmas": {
+          "sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"
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+      "timing": {
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+        "comfy_server_seconds": 190.117,
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+          "node_7_observer_receive_interval": 28.67200000002049,
+          "node_8_observer_receive_interval": 0.046999999962281436
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+        "limits": "Native graph, trace and observer stage times have separate boundaries. Instrumentation adds overhead."
+      },
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+          "11",
+          "12",
+          "2",
+          "4",
+          "5"
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+        "same_runtime_retained": true,
+        "immediate_warm_claim": false,
+        "encoder_cached": false,
+        "context": {
+          "native_inter_run_gap_seconds": 16.31,
+          "only_seed_changed_from_predecessor": false,
+          "text_changed_from_predecessor": true
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+      "resources": {
+        "sampled_summary": {
+          "sample_count": 94,
+          "inflight_sample_count": 93,
+          "minimum_ram_available_bytes": 6258405376,
+          "minimum_commit_available_bytes": 13511499776,
+          "minimum_system_drive_free_bytes": 18542092288,
+          "maximum_sampled_device_gpu_used_mib": 4830
+        },
+        "limits": "Device-wide observations include display/other workloads; exact per-process WDDM observations are separate."
+      },
+      "residency": {
+        "logical_verified": true,
+        "registered_parameters_and_buffers_checked": true,
+        "strict_placement_snapshots": 11,
+        "step_callback_count": 8,
+        "callback_boundary": "post_denoiser_pre_euler_update",
+        "physical_dedicated_residency_proven": false,
+        "generator_unloaded_by_wrapper": false,
+        "automatic_partial_or_cpu_fallback": false,
+        "minimum_sampled_driver_free_bytes": 0,
+        "maximum_torch_peak_allocated_bytes": 3502995456,
+        "maximum_torch_peak_reserved_bytes": 4244635648,
+        "actual_wddm_evidence_validated": true,
+        "wddm_whole_graph_coverage_verified": true,
+        "wddm_generator_coverage_verified": true,
+        "wddm_whole_graph_window": {
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+          "duration_seconds": 190.11699986457825,
+          "maximum_observed_gap_seconds": 1.0499989986419678,
+          "sample_count": 190,
+          "maximum_shared_delta_from_idle_bytes": 4194304,
+          "boundary_bracket_coverage_verified": true,
+          "sampling_gap_coverage_verified": true,
+          "median_observed_gap_seconds": 1.0127379894256592,
+          "maximum_shared_bytes": 69206016,
+          "maximum_dedicated_bytes": 4331393024,
+          "maximum_dedicated_delta_from_idle_bytes": 4263550976,
+          "coverage_verified": true,
+          "boundary_before_seconds": 0.395313024520874,
+          "boundary_after_seconds": 0.7893590927124023
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+        "wddm_generator_window": {
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+          "duration_seconds": 61.71869611740112,
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+          "sample_count": 63,
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+          "boundary_bracket_coverage_verified": true,
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+          "maximum_shared_bytes": 69206016,
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+          "boundary_before_seconds": 0.8914289474487305,
+          "boundary_after_seconds": 0.11466193199157715
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+        "wddm_query_error_count_total": 3,
+        "wddm_query_errors_in_whole_graph_window": 0,
+        "wddm_query_errors_in_generator_window": 0,
+        "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."
+      },
+      "encoding": {
+        "encoder_cached": false,
+        "token_truncation_verified": false
+      },
+      "verification": {
+        "full_decode": true,
+        "checksum": true,
+        "acknowledged": true,
+        "trace_attachment": true,
+        "native_experiment": true,
+        "native_comparable_Q4_Q8_Q2_experiments": true,
+        "independent_public_copy_decode": true,
+        "visual_review": true,
+        "logical_generator_placement": true,
+        "wddm_evidence_validated": true,
+        "wddm_whole_graph_coverage": true,
+        "wddm_generator_window_coverage": true,
+        "wddm_observation_coverage": true,
+        "physical_dedicated_residency_proven": false
+      },
+      "findings": [
+        "Recognizable snow-covered mountains above a turquoise lake and dark forest.",
+        "Lake, snowy mountains and yellow boat near shore are present.",
+        "Mountains and foreground are grainy; mountain lighting and silhouette differ substantially from Q4/Q8.",
+        "Yellow boat at the lower left is small, soft and hull-like, without a clearly visible canoe interior.",
+        "No text requested or visible.",
+        "Canoe is indistinct and partly near the frame edge; stippled mountains and soft shoreline reduce photographic detail."
+      ],
+      "media": [
+        {
+          "path": "media/qwen-turbo-q2-03.png",
+          "mime_type": "image/png",
+          "size_bytes": 500057,
+          "sha256": "744b7233b57986a86a14e51e390b2f340475d6b70076b5a3992fa8f3989633ce",
+          "source_sha256": "1ec6561ac84611b8de11bf56bef85bee0888bb4f1a388056fad4a8715371b2b0",
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+          "height": 512,
+          "pixel_sha256": "a14b4a59e809ea19212fab34ad7a8f315a96386fe2f18b7a6f41b2baa533f94c",
+          "metadata_handling": "PNG re-encoded losslessly without ancillary metadata; decoded pixels unchanged.",
+          "public_copy_full_decode_passed": true,
+          "source_content_preserved": "Decoded pixels byte-identical"
+        }
+      ],
+      "workflow_path": "workflows/qwen-turbo-q2-03.json",
+      "workflow_sha256": "cde1dc0711197626aeeeb94f2ba4172da71ef7ae0648c20193f824cb66639083",
+      "source_workflow_canonical_sha256": "51259c01e5400f6a4d40602e5903b492eb168850af6be96fdb2479f5d35198e6",
+      "matched_comparison": {
+        "q4_record": "qwen-turbo-03",
+        "q8_record": "qwen-turbo-q8-03",
+        "comparison_path": "qwen-turbo-q4-q8-q2-comparison.json"
+      }
+    },
+    {
+      "id": "qwen-turbo-q2-04",
+      "label": "Qwen Image 2.1 Turbo Q2_K · seed 45",
+      "group": "qwen21-turbo-q2-comparison",
+      "kind": "image",
+      "model_id": "qwen-turbo-q2",
+      "model": "unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K",
+      "seed": 45,
+      "status": "succeeded",
+      "accepted_result": true,
+      "prompt": "Product photograph of a matte black ceramic teapot with a warm copper handle, resting on dark slate beside two pale linen napkins. Three-quarter view, softbox lighting, crisp material detail, uncluttered background.",
+      "prompt_details": {
+        "word_count": 31,
+        "complexity": "Product materials",
+        "conditioning_texts": {
+          "3.prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nProduct photograph of a matte black ceramic teapot with a warm copper handle, resting on dark slate beside two pale linen napkins. Three-quarter view, softbox lighting, crisp material detail, uncluttered background."
+        },
+        "actual_positive_text": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nProduct photograph of a matte black ceramic teapot with a warm copper handle, resting on dark slate beside two pale linen napkins. Three-quarter view, softbox lighting, crisp material detail, uncluttered background."
+      },
+      "parameters": {
+        "1 UnetLoaderGGUFAdvanced": {
+          "unet_name": "qwen-image-2.1-turbo-Q2_K.gguf",
+          "dequant_dtype": "float32",
+          "patch_dtype": "float32",
+          "patch_on_device": false
+        },
+        "2 CLIPLoader": {
+          "clip_name": "qwen3vl_8b_int8_convrot.safetensors",
+          "type": "qwen_image",
+          "device": "cpu"
+        },
+        "3 TextEncodeQwenImage21": {
+          "negative_prompt": "",
+          "resolution": 512
+        },
+        "4 VAELoader": {
+          "vae_name": "qwen_image_2.1_vae_bf16.safetensors"
+        },
+        "5 QwenImage21Cache": {
+          "device": "off",
+          "dtype": "default"
+        },
+        "6 PFQwenQ2WholeGeneratorSampler": {},
+        "7 VAEDecode": {},
+        "8 SaveImage": {},
+        "9 RandomNoise": {
+          "noise_seed": 45
+        },
+        "10 CFGGuider": {
+          "cfg": 1.0
+        },
+        "11 KSamplerSelect": {
+          "sampler_name": "euler"
+        },
+        "12 ManualSigmas": {
+          "sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"
+        }
+      },
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+        "comfy_server_seconds": 192.086,
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+          "node_8_observer_receive_interval": 0.06299999996554106
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+        "limits": "Native graph, trace and observer stage times have separate boundaries. Instrumentation adds overhead."
+      },
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+          "11",
+          "12",
+          "2",
+          "4",
+          "5"
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+        "encoder_cached": false,
+        "context": {
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+          "text_changed_from_predecessor": true
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+      },
+      "resources": {
+        "sampled_summary": {
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+          "inflight_sample_count": 94,
+          "minimum_ram_available_bytes": 6501715968,
+          "minimum_commit_available_bytes": 13526708224,
+          "minimum_system_drive_free_bytes": 18541101056,
+          "maximum_sampled_device_gpu_used_mib": 4826
+        },
+        "limits": "Device-wide observations include display/other workloads; exact per-process WDDM observations are separate."
+      },
+      "residency": {
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+        "registered_parameters_and_buffers_checked": true,
+        "strict_placement_snapshots": 11,
+        "step_callback_count": 8,
+        "callback_boundary": "post_denoiser_pre_euler_update",
+        "physical_dedicated_residency_proven": false,
+        "generator_unloaded_by_wrapper": false,
+        "automatic_partial_or_cpu_fallback": false,
+        "minimum_sampled_driver_free_bytes": 0,
+        "maximum_torch_peak_allocated_bytes": 3504226304,
+        "maximum_torch_peak_reserved_bytes": 4240441344,
+        "actual_wddm_evidence_validated": true,
+        "wddm_whole_graph_coverage_verified": true,
+        "wddm_generator_coverage_verified": true,
+        "wddm_whole_graph_window": {
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+          "duration_seconds": 192.08599996566772,
+          "maximum_observed_gap_seconds": 1.0542349815368652,
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+          "maximum_shared_delta_from_idle_bytes": 4194304,
+          "boundary_bracket_coverage_verified": true,
+          "sampling_gap_coverage_verified": true,
+          "median_observed_gap_seconds": 1.01295804977417,
+          "maximum_shared_bytes": 69206016,
+          "maximum_dedicated_bytes": 4327198720,
+          "maximum_dedicated_delta_from_idle_bytes": 4259356672,
+          "coverage_verified": true,
+          "boundary_before_seconds": 0.4739398956298828,
+          "boundary_after_seconds": 0.7147979736328125
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+          "sample_count": 63,
+          "maximum_shared_delta_from_idle_bytes": 4194304,
+          "boundary_bracket_coverage_verified": true,
+          "sampling_gap_coverage_verified": true,
+          "median_observed_gap_seconds": 1.013211965560913,
+          "maximum_shared_bytes": 69206016,
+          "maximum_dedicated_bytes": 4327198720,
+          "maximum_dedicated_delta_from_idle_bytes": 4259356672,
+          "coverage_verified": true,
+          "boundary_before_seconds": 0.4823570251464844,
+          "boundary_after_seconds": 0.08394193649291992
+        },
+        "wddm_query_error_count_total": 3,
+        "wddm_query_errors_in_whole_graph_window": 0,
+        "wddm_query_errors_in_generator_window": 0,
+        "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."
+      },
+      "encoding": {
+        "encoder_cached": false,
+        "token_truncation_verified": false
+      },
+      "verification": {
+        "full_decode": true,
+        "checksum": true,
+        "acknowledged": true,
+        "trace_attachment": true,
+        "native_experiment": true,
+        "native_comparable_Q4_Q8_Q2_experiments": true,
+        "independent_public_copy_decode": true,
+        "visual_review": true,
+        "logical_generator_placement": true,
+        "wddm_evidence_validated": true,
+        "wddm_whole_graph_coverage": true,
+        "wddm_generator_window_coverage": true,
+        "wddm_observation_coverage": true,
+        "physical_dedicated_residency_proven": false
+      },
+      "findings": [
+        "Coherent black teapot product shot with a copper side handle.",
+        "Main requested materials, neutral background and soft lighting are present; two separate linen napkins are not confidently identifiable.",
+        "Matte black body and copper-colored handle are distinct; the dark base looks more like textured fabric/mat than stone.",
+        "Conventional side handle, lid and short spout are coherent; no obvious fusion.",
+        "No text requested or visible.",
+        "Dark slate is not convincing and appears textile-like; two distinct napkins are not clearly countable."
+      ],
+      "media": [
+        {
+          "path": "media/qwen-turbo-q2-04.png",
+          "mime_type": "image/png",
+          "size_bytes": 267845,
+          "sha256": "003b572810983e196e3a33dbc0ddeabd3209007ef220735b694772310bc7bcc9",
+          "source_sha256": "9a4c8e00e94434f3aa9bf500f8481643852f31d304f513e7e465dd3e7f64c974",
+          "width": 512,
+          "height": 512,
+          "pixel_sha256": "8e488b67bdecfcb31861b87ea7962bcbbcd3b4f64a7e08e7f741a6220a24bf8a",
+          "metadata_handling": "PNG re-encoded losslessly without ancillary metadata; decoded pixels unchanged.",
+          "public_copy_full_decode_passed": true,
+          "source_content_preserved": "Decoded pixels byte-identical"
+        }
+      ],
+      "workflow_path": "workflows/qwen-turbo-q2-04.json",
+      "workflow_sha256": "273ec0c456cddb27c473b87d27daad2f6d260350b6494a4f35949f01ec848f45",
+      "source_workflow_canonical_sha256": "e7bbaa898f384996a343acb01ca04f94a5df59628a2a7729f4d3cbc80cc9bf8d",
+      "matched_comparison": {
+        "q4_record": "qwen-turbo-04",
+        "q8_record": "qwen-turbo-q8-04",
+        "comparison_path": "qwen-turbo-q4-q8-q2-comparison.json"
+      }
+    },
+    {
+      "id": "qwen-turbo-q2-05",
+      "label": "Qwen Image 2.1 Turbo Q2_K · seed 46",
+      "group": "qwen21-turbo-q2-comparison",
+      "kind": "image",
+      "model_id": "qwen-turbo-q2",
+      "model": "unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K",
+      "seed": 46,
+      "status": "succeeded",
+      "accepted_result": true,
+      "prompt": "A cozy neighborhood bakery storefront on a rainy evening. The main sign clearly reads \"MORNING BREAD\" in cream block letters. Warm light glows through the windows, a bicycle leans beside the door, wet paving reflects the orange interior, realistic street photograph.",
+      "prompt_details": {
+        "word_count": 41,
+        "complexity": "Readable sign",
+        "conditioning_texts": {
+          "3.prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA cozy neighborhood bakery storefront on a rainy evening. The main sign clearly reads \"MORNING BREAD\" in cream block letters. Warm light glows through the windows, a bicycle leans beside the door, wet paving reflects the orange interior, realistic street photograph."
+        },
+        "actual_positive_text": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA cozy neighborhood bakery storefront on a rainy evening. The main sign clearly reads \"MORNING BREAD\" in cream block letters. Warm light glows through the windows, a bicycle leans beside the door, wet paving reflects the orange interior, realistic street photograph."
+      },
+      "parameters": {
+        "1 UnetLoaderGGUFAdvanced": {
+          "unet_name": "qwen-image-2.1-turbo-Q2_K.gguf",
+          "dequant_dtype": "float32",
+          "patch_dtype": "float32",
+          "patch_on_device": false
+        },
+        "2 CLIPLoader": {
+          "clip_name": "qwen3vl_8b_int8_convrot.safetensors",
+          "type": "qwen_image",
+          "device": "cpu"
+        },
+        "3 TextEncodeQwenImage21": {
+          "negative_prompt": "",
+          "resolution": 512
+        },
+        "4 VAELoader": {
+          "vae_name": "qwen_image_2.1_vae_bf16.safetensors"
+        },
+        "5 QwenImage21Cache": {
+          "device": "off",
+          "dtype": "default"
+        },
+        "6 PFQwenQ2WholeGeneratorSampler": {},
+        "7 VAEDecode": {},
+        "8 SaveImage": {},
+        "9 RandomNoise": {
+          "noise_seed": 46
+        },
+        "10 CFGGuider": {
+          "cfg": 1.0
+        },
+        "11 KSamplerSelect": {
+          "sampler_name": "euler"
+        },
+        "12 ManualSigmas": {
+          "sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"
+        }
+      },
+      "timing": {
+        "factory_trace_seconds": 192.930979,
+        "comfy_server_seconds": 192.568,
+        "stages_seconds": {
+          "node_3_observer_receive_interval": 101.5,
+          "node_10_observer_receive_interval": 0.015000000013969839,
+          "node_9_observer_receive_interval": 0.01600000000325963,
+          "node_6_observer_receive_interval": 62.375,
+          "node_7_observer_receive_interval": 28.57799999997951,
+          "node_8_observer_receive_interval": 0.061999999976251274
+        },
+        "limits": "Native graph, trace and observer stage times have separate boundaries. Instrumentation adds overhead."
+      },
+      "cache": {
+        "cached_nodes": [
+          "1",
+          "11",
+          "12",
+          "2",
+          "4",
+          "5"
+        ],
+        "same_runtime_retained": true,
+        "immediate_warm_claim": false,
+        "encoder_cached": false,
+        "context": {
+          "native_inter_run_gap_seconds": 23.027,
+          "only_seed_changed_from_predecessor": false,
+          "text_changed_from_predecessor": true
+        }
+      },
+      "resources": {
+        "sampled_summary": {
+          "sample_count": 95,
+          "inflight_sample_count": 94,
+          "minimum_ram_available_bytes": 6338473984,
+          "minimum_commit_available_bytes": 13460717568,
+          "minimum_system_drive_free_bytes": 18527576064,
+          "maximum_sampled_device_gpu_used_mib": 4826
+        },
+        "limits": "Device-wide observations include display/other workloads; exact per-process WDDM observations are separate."
+      },
+      "residency": {
+        "logical_verified": true,
+        "registered_parameters_and_buffers_checked": true,
+        "strict_placement_snapshots": 11,
+        "step_callback_count": 8,
+        "callback_boundary": "post_denoiser_pre_euler_update",
+        "physical_dedicated_residency_proven": false,
+        "generator_unloaded_by_wrapper": false,
+        "automatic_partial_or_cpu_fallback": false,
+        "minimum_sampled_driver_free_bytes": 0,
+        "maximum_torch_peak_allocated_bytes": 3505619968,
+        "maximum_torch_peak_reserved_bytes": 4240441344,
+        "actual_wddm_evidence_validated": true,
+        "wddm_whole_graph_coverage_verified": true,
+        "wddm_generator_coverage_verified": true,
+        "wddm_whole_graph_window": {
+          "coverage_failures": [],
+          "duration_seconds": 192.56799983978271,
+          "maximum_observed_gap_seconds": 1.0399060249328613,
+          "sample_count": 192,
+          "maximum_shared_delta_from_idle_bytes": 4194304,
+          "boundary_bracket_coverage_verified": true,
+          "sampling_gap_coverage_verified": true,
+          "median_observed_gap_seconds": 1.0115599632263184,
+          "maximum_shared_bytes": 69206016,
+          "maximum_dedicated_bytes": 4327198720,
+          "maximum_dedicated_delta_from_idle_bytes": 4259356672,
+          "coverage_verified": true,
+          "boundary_before_seconds": 0.07513117790222168,
+          "boundary_after_seconds": 0.6024279594421387
+        },
+        "wddm_generator_window": {
+          "coverage_failures": [],
+          "duration_seconds": 62.35402488708496,
+          "maximum_observed_gap_seconds": 1.0207829475402832,
+          "sample_count": 64,
+          "maximum_shared_delta_from_idle_bytes": 4194304,
+          "boundary_bracket_coverage_verified": true,
+          "sampling_gap_coverage_verified": true,
+          "median_observed_gap_seconds": 1.012315034866333,
+          "maximum_shared_bytes": 69206016,
+          "maximum_dedicated_bytes": 4327198720,
+          "maximum_dedicated_delta_from_idle_bytes": 4259356672,
+          "coverage_verified": true,
+          "boundary_before_seconds": 0.45925211906433105,
+          "boundary_after_seconds": 0.9056990146636963
+        },
+        "wddm_query_error_count_total": 3,
+        "wddm_query_errors_in_whole_graph_window": 0,
+        "wddm_query_errors_in_generator_window": 0,
+        "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."
+      },
+      "encoding": {
+        "encoder_cached": false,
+        "token_truncation_verified": false
+      },
+      "verification": {
+        "full_decode": true,
+        "checksum": true,
+        "acknowledged": true,
+        "trace_attachment": true,
+        "native_experiment": true,
+        "native_comparable_Q4_Q8_Q2_experiments": true,
+        "independent_public_copy_decode": true,
+        "visual_review": true,
+        "logical_generator_placement": true,
+        "wddm_evidence_validated": true,
+        "wddm_whole_graph_coverage": true,
+        "wddm_generator_window_coverage": true,
+        "wddm_observation_coverage": true,
+        "physical_dedicated_residency_proven": false
+      },
+      "findings": [
+        "Recognizable warmly lit bakery on a wet evening with a slightly angled view.",
+        "Requested storefront, bicycle, warm reflections and exact sign are present.",
+        "Warm glass and wet paving are visible, with softer low-contrast detail and grain in the facade.",
+        "Door/window geometry is generally coherent; bicycle frame and wheels are hard to separate in the dark right corner.",
+        "MORNING BREAD is clearly readable and correctly spelled.",
+        "Bicycle details merge into dark overlapping curves; facade/door detail is softer than the matched originals."
+      ],
+      "media": [
+        {
+          "path": "media/qwen-turbo-q2-05.png",
+          "mime_type": "image/png",
+          "size_bytes": 426742,
+          "sha256": "b4c0eb114173be80b501ebd5f7d952c637a7cea88a2470c2f975e94b774b1038",
+          "source_sha256": "6df09a9db58b9e8f024e1ade12ce471eae0d1532d70cf69a226d7b34598e2480",
+          "width": 512,
+          "height": 512,
+          "pixel_sha256": "3af43f1640e218ec7223d4c46a7557eb91323e97dd81c7c3ca7c9e1acc7565bd",
+          "metadata_handling": "PNG re-encoded losslessly without ancillary metadata; decoded pixels unchanged.",
+          "public_copy_full_decode_passed": true,
+          "source_content_preserved": "Decoded pixels byte-identical"
+        }
+      ],
+      "workflow_path": "workflows/qwen-turbo-q2-05.json",
+      "workflow_sha256": "f6ab7dc8be4e477ac43839e5bdde652abf7bced00aa38bfb9c4ce3446a8f67f7",
+      "source_workflow_canonical_sha256": "158fae6208fb36dbb6e1b3997d5a544f43246c3a93716e5c4e06825c880be32f",
+      "matched_comparison": {
+        "q4_record": "qwen-turbo-05",
+        "q8_record": "qwen-turbo-q8-05",
+        "comparison_path": "qwen-turbo-q4-q8-q2-comparison.json"
+      }
+    },
+    {
+      "id": "qwen-turbo-q2-06",
+      "label": "Qwen Image 2.1 Turbo Q2_K · seed 47",
+      "group": "qwen21-turbo-q2-comparison",
+      "kind": "image",
+      "model_id": "qwen-turbo-q2",
+      "model": "unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K",
+      "seed": 47,
+      "status": "succeeded",
+      "accepted_result": true,
+      "prompt": "A bright Victorian glass greenhouse filled with lush ferns, hanging orchids and terracotta pots. A narrow brick path curves from the bottom left toward an open green door at the far end. Morning sunlight makes geometric shadows through the iron window frames. Include a single brass watering can beside the path and misty trees beyond the glass. Architectural photograph, balanced natural colors, no people or text.",
+      "prompt_details": {
+        "word_count": 66,
+        "complexity": "Botanical architecture",
+        "conditioning_texts": {
+          "3.prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA bright Victorian glass greenhouse filled with lush ferns, hanging orchids and terracotta pots. A narrow brick path curves from the bottom left toward an open green door at the far end. Morning sunlight makes geometric shadows through the iron window frames. Include a single brass watering can beside the path and misty trees beyond the glass. Architectural photograph, balanced natural colors, no people or text."
+        },
+        "actual_positive_text": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA bright Victorian glass greenhouse filled with lush ferns, hanging orchids and terracotta pots. A narrow brick path curves from the bottom left toward an open green door at the far end. Morning sunlight makes geometric shadows through the iron window frames. Include a single brass watering can beside the path and misty trees beyond the glass. Architectural photograph, balanced natural colors, no people or text."
+      },
+      "parameters": {
+        "1 UnetLoaderGGUFAdvanced": {
+          "unet_name": "qwen-image-2.1-turbo-Q2_K.gguf",
+          "dequant_dtype": "float32",
+          "patch_dtype": "float32",
+          "patch_on_device": false
+        },
+        "2 CLIPLoader": {
+          "clip_name": "qwen3vl_8b_int8_convrot.safetensors",
+          "type": "qwen_image",
+          "device": "cpu"
+        },
+        "3 TextEncodeQwenImage21": {
+          "negative_prompt": "",
+          "resolution": 512
+        },
+        "4 VAELoader": {
+          "vae_name": "qwen_image_2.1_vae_bf16.safetensors"
+        },
+        "5 QwenImage21Cache": {
+          "device": "off",
+          "dtype": "default"
+        },
+        "6 PFQwenQ2WholeGeneratorSampler": {},
+        "7 VAEDecode": {},
+        "8 SaveImage": {},
+        "9 RandomNoise": {
+          "noise_seed": 47
+        },
+        "10 CFGGuider": {
+          "cfg": 1.0
+        },
+        "11 KSamplerSelect": {
+          "sampler_name": "euler"
+        },
+        "12 ManualSigmas": {
+          "sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"
+        }
+      },
+      "timing": {
+        "factory_trace_seconds": 198.930336,
+        "comfy_server_seconds": 196.334,
+        "stages_seconds": {
+          "node_3_observer_receive_interval": 104.64100000000326,
+          "node_10_observer_receive_interval": 0.031000000017229468,
+          "node_9_observer_receive_interval": 0.01600000000325963,
+          "node_6_observer_receive_interval": 62.51500000001397,
+          "node_7_observer_receive_interval": 29.04700000002049,
+          "node_8_observer_receive_interval": 0.09399999992456287
+        },
+        "limits": "Native graph, trace and observer stage times have separate boundaries. Instrumentation adds overhead."
+      },
+      "cache": {
+        "cached_nodes": [
+          "1",
+          "11",
+          "12",
+          "2",
+          "4",
+          "5"
+        ],
+        "same_runtime_retained": true,
+        "immediate_warm_claim": false,
+        "encoder_cached": false,
+        "context": {
+          "native_inter_run_gap_seconds": 14.767,
+          "only_seed_changed_from_predecessor": false,
+          "text_changed_from_predecessor": true
+        }
+      },
+      "resources": {
+        "sampled_summary": {
+          "sample_count": 98,
+          "inflight_sample_count": 97,
+          "minimum_ram_available_bytes": 6357422080,
+          "minimum_commit_available_bytes": 13414871040,
+          "minimum_system_drive_free_bytes": 18539483136,
+          "maximum_sampled_device_gpu_used_mib": 4826
+        },
+        "limits": "Device-wide observations include display/other workloads; exact per-process WDDM observations are separate."
+      },
+      "residency": {
+        "logical_verified": true,
+        "registered_parameters_and_buffers_checked": true,
+        "strict_placement_snapshots": 11,
+        "step_callback_count": 8,
+        "callback_boundary": "post_denoiser_pre_euler_update",
+        "physical_dedicated_residency_proven": false,
+        "generator_unloaded_by_wrapper": false,
+        "automatic_partial_or_cpu_fallback": false,
+        "minimum_sampled_driver_free_bytes": 0,
+        "maximum_torch_peak_allocated_bytes": 3506624512,
+        "maximum_torch_peak_reserved_bytes": 4240441344,
+        "actual_wddm_evidence_validated": true,
+        "wddm_whole_graph_coverage_verified": false,
+        "wddm_generator_coverage_verified": true,
+        "wddm_whole_graph_window": {
+          "coverage_failures": [
+            "Actual successful-sample gap exceeds3s"
+          ],
+          "duration_seconds": 196.33400011062622,
+          "maximum_observed_gap_seconds": 6.406083106994629,
+          "sample_count": 192,
+          "maximum_shared_delta_from_idle_bytes": 4194304,
+          "boundary_bracket_coverage_verified": true,
+          "sampling_gap_coverage_verified": false,
+          "median_observed_gap_seconds": 1.0125939846038818,
+          "maximum_shared_bytes": 69206016,
+          "maximum_dedicated_bytes": 4327198720,
+          "maximum_dedicated_delta_from_idle_bytes": 4259356672,
+          "coverage_verified": false,
+          "boundary_before_seconds": 1.0201048851013184,
+          "boundary_after_seconds": 0.8647909164428711
+        },
+        "wddm_generator_window": {
+          "coverage_failures": [],
+          "duration_seconds": 62.48014998435974,
+          "maximum_observed_gap_seconds": 1.0224559307098389,
+          "sample_count": 64,
+          "maximum_shared_delta_from_idle_bytes": 4194304,
+          "boundary_bracket_coverage_verified": true,
+          "sampling_gap_coverage_verified": true,
+          "median_observed_gap_seconds": 1.0138788223266602,
+          "maximum_shared_bytes": 69206016,
+          "maximum_dedicated_bytes": 4327198720,
+          "maximum_dedicated_delta_from_idle_bytes": 4259356672,
+          "coverage_verified": true,
+          "boundary_before_seconds": 0.47749900817871094,
+          "boundary_after_seconds": 0.7270112037658691
+        },
+        "wddm_query_error_count_total": 3,
+        "wddm_query_errors_in_whole_graph_window": 1,
+        "wddm_query_errors_in_generator_window": 0,
+        "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."
+      },
+      "encoding": {
+        "encoder_cached": false,
+        "token_truncation_verified": false
+      },
+      "verification": {
+        "full_decode": true,
+        "checksum": true,
+        "acknowledged": true,
+        "trace_attachment": true,
+        "native_experiment": true,
+        "native_comparable_Q4_Q8_Q2_experiments": true,
+        "independent_public_copy_decode": true,
+        "visual_review": true,
+        "logical_generator_placement": true,
+        "wddm_evidence_validated": true,
+        "wddm_whole_graph_coverage": false,
+        "wddm_generator_window_coverage": true,
+        "wddm_observation_coverage": false,
+        "physical_dedicated_residency_proven": false
+      },
+      "findings": [
+        "Coherent sunlit greenhouse with benches, lush ferns, hanging pots and an open door.",
+        "Matches glasshouse, pots, plants and a narrow path; pronounced diagonal shadows are present. Hanging orchids are not clearly identifiable, and the brass object reads more as a bucket than a watering can.",
+        "Glass/iron and terracotta are distinguishable; foliage and window edges have conspicuous fine stippling.",
+        "Door and roof perspective remain recognizable; thin frame lines are sometimes wavy/doubled, path is mostly straight and a watering-can spout is not visible.",
+        "No text requested or visible.",
+        "Brass watering can is bucket-like without a visible spout; orchid blossoms are not resolved; window/plant edges are grainy."
+      ],
+      "media": [
+        {
+          "path": "media/qwen-turbo-q2-06.png",
+          "mime_type": "image/png",
+          "size_bytes": 675033,
+          "sha256": "40a896dce00a40bae66e1c0ba0c98acba66813cadb5696b49baf368ee8bae914",
+          "source_sha256": "6579e3174710dc2d8fbc0f67001467f028769066646309ebf538abd9e3d03fdc",
+          "width": 512,
+          "height": 512,
+          "pixel_sha256": "a7a39b3c95e1c6bb6163fa4a92d3ca5b159f5b27e1e1610299187818b38d01d5",
+          "metadata_handling": "PNG re-encoded losslessly without ancillary metadata; decoded pixels unchanged.",
+          "public_copy_full_decode_passed": true,
+          "source_content_preserved": "Decoded pixels byte-identical"
+        }
+      ],
+      "workflow_path": "workflows/qwen-turbo-q2-06.json",
+      "workflow_sha256": "2135946441bc0ca1dade80acf42ed8608a5f54ffe4b6084fe0a68b4aa3859449",
+      "source_workflow_canonical_sha256": "fe79dee0b56b629743bcd56c7466dc0ca43301658f3d6b213266706f1fa1b8c8",
+      "matched_comparison": {
+        "q4_record": "qwen-turbo-06",
+        "q8_record": "qwen-turbo-q8-06",
+        "comparison_path": "qwen-turbo-q4-q8-q2-comparison.json"
+      }
+    },
+    {
+      "id": "qwen-turbo-q2-07",
+      "label": "Qwen Image 2.1 Turbo Q2_K · seed 48",
+      "group": "qwen21-turbo-q2-comparison",
+      "kind": "image",
+      "model_id": "qwen-turbo-q2",
+      "model": "unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K",
+      "seed": 48,
+      "status": "succeeded",
+      "accepted_result": true,
+      "prompt": "An editorial portrait of an adult female ceramic artist in her forties working in a sunlit pottery studio. She wears a blue linen apron over a cream shirt and calmly holds a small unfinished bowl in both hands, fingers naturally curled around the rim. Her face is clear and expressive, with a few silver strands in dark curly hair. Shelves of glazed pottery remain softly out of focus behind her. Frame from the waist upward, eye-level camera, gentle window light from the left, documentary realism.",
+      "prompt_details": {
+        "word_count": 85,
+        "complexity": "Portrait / hands",
+        "conditioning_texts": {
+          "3.prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nAn editorial portrait of an adult female ceramic artist in her forties working in a sunlit pottery studio. She wears a blue linen apron over a cream shirt and calmly holds a small unfinished bowl in both hands, fingers naturally curled around the rim. Her face is clear and expressive, with a few silver strands in dark curly hair. Shelves of glazed pottery remain softly out of focus behind her. Frame from the waist upward, eye-level camera, gentle window light from the left, documentary realism."
+        },
+        "actual_positive_text": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nAn editorial portrait of an adult female ceramic artist in her forties working in a sunlit pottery studio. She wears a blue linen apron over a cream shirt and calmly holds a small unfinished bowl in both hands, fingers naturally curled around the rim. Her face is clear and expressive, with a few silver strands in dark curly hair. Shelves of glazed pottery remain softly out of focus behind her. Frame from the waist upward, eye-level camera, gentle window light from the left, documentary realism."
+      },
+      "parameters": {
+        "1 UnetLoaderGGUFAdvanced": {
+          "unet_name": "qwen-image-2.1-turbo-Q2_K.gguf",
+          "dequant_dtype": "float32",
+          "patch_dtype": "float32",
+          "patch_on_device": false
+        },
+        "2 CLIPLoader": {
+          "clip_name": "qwen3vl_8b_int8_convrot.safetensors",
+          "type": "qwen_image",
+          "device": "cpu"
+        },
+        "3 TextEncodeQwenImage21": {
+          "negative_prompt": "",
+          "resolution": 512
+        },
+        "4 VAELoader": {
+          "vae_name": "qwen_image_2.1_vae_bf16.safetensors"
+        },
+        "5 QwenImage21Cache": {
+          "device": "off",
+          "dtype": "default"
+        },
+        "6 PFQwenQ2WholeGeneratorSampler": {},
+        "7 VAEDecode": {},
+        "8 SaveImage": {},
+        "9 RandomNoise": {
+          "noise_seed": 48
+        },
+        "10 CFGGuider": {
+          "cfg": 1.0
+        },
+        "11 KSamplerSelect": {
+          "sampler_name": "euler"
+        },
+        "12 ManualSigmas": {
+          "sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"
+        }
+      },
+      "timing": {
+        "factory_trace_seconds": 198.942577,
+        "comfy_server_seconds": 196.532,
+        "stages_seconds": {
+          "node_3_observer_receive_interval": 105.09400000004098,
+          "node_10_observer_receive_interval": 0.015000000013969839,
+          "node_9_observer_receive_interval": 0.015999999945051968,
+          "node_6_observer_receive_interval": 62.81200000003446,
+          "node_7_observer_receive_interval": 28.5,
+          "node_8_observer_receive_interval": 0.0779999999795109
+        },
+        "limits": "Native graph, trace and observer stage times have separate boundaries. Instrumentation adds overhead."
+      },
+      "cache": {
+        "cached_nodes": [
+          "1",
+          "11",
+          "12",
+          "2",
+          "4",
+          "5"
+        ],
+        "same_runtime_retained": true,
+        "immediate_warm_claim": false,
+        "encoder_cached": false,
+        "context": {
+          "native_inter_run_gap_seconds": 23.127,
+          "only_seed_changed_from_predecessor": false,
+          "text_changed_from_predecessor": true
+        }
+      },
+      "resources": {
+        "sampled_summary": {
+          "sample_count": 98,
+          "inflight_sample_count": 97,
+          "minimum_ram_available_bytes": 6449410048,
+          "minimum_commit_available_bytes": 13428981760,
+          "minimum_system_drive_free_bytes": 18539282432,
+          "maximum_sampled_device_gpu_used_mib": 4826
+        },
+        "limits": "Device-wide observations include display/other workloads; exact per-process WDDM observations are separate."
+      },
+      "residency": {
+        "logical_verified": true,
+        "registered_parameters_and_buffers_checked": true,
+        "strict_placement_snapshots": 11,
+        "step_callback_count": 8,
+        "callback_boundary": "post_denoiser_pre_euler_update",
+        "physical_dedicated_residency_proven": false,
+        "generator_unloaded_by_wrapper": false,
+        "automatic_partial_or_cpu_fallback": false,
+        "minimum_sampled_driver_free_bytes": 0,
+        "maximum_torch_peak_allocated_bytes": 3508611072,
+        "maximum_torch_peak_reserved_bytes": 4240441344,
+        "actual_wddm_evidence_validated": true,
+        "wddm_whole_graph_coverage_verified": true,
+        "wddm_generator_coverage_verified": true,
+        "wddm_whole_graph_window": {
+          "coverage_failures": [],
+          "duration_seconds": 196.53199982643127,
+          "maximum_observed_gap_seconds": 1.0469169616699219,
+          "sample_count": 197,
+          "maximum_shared_delta_from_idle_bytes": 4194304,
+          "boundary_bracket_coverage_verified": true,
+          "sampling_gap_coverage_verified": true,
+          "median_observed_gap_seconds": 1.0124080181121826,
+          "maximum_shared_bytes": 69206016,
+          "maximum_dedicated_bytes": 4327198720,
+          "maximum_dedicated_delta_from_idle_bytes": 4259356672,
+          "coverage_verified": true,
+          "boundary_before_seconds": 1.0112590789794922,
+          "boundary_after_seconds": 0.7042651176452637
+        },
+        "wddm_generator_window": {
+          "coverage_failures": [],
+          "duration_seconds": 62.79995894432068,
+          "maximum_observed_gap_seconds": 1.029505968093872,
+          "sample_count": 64,
+          "maximum_shared_delta_from_idle_bytes": 4194304,
+          "boundary_bracket_coverage_verified": true,
+          "sampling_gap_coverage_verified": true,
+          "median_observed_gap_seconds": 1.0130598545074463,
+          "maximum_shared_bytes": 69206016,
+          "maximum_dedicated_bytes": 4327198720,
+          "maximum_dedicated_delta_from_idle_bytes": 4259356672,
+          "coverage_verified": true,
+          "boundary_before_seconds": 0.010010004043579102,
+          "boundary_after_seconds": 0.9628779888153076
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+        "wddm_query_error_count_total": 3,
+        "wddm_query_errors_in_whole_graph_window": 0,
+        "wddm_query_errors_in_generator_window": 0,
+        "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."
+      },
+      "encoding": {
+        "encoder_cached": false,
+        "token_truncation_verified": false
+      },
+      "verification": {
+        "full_decode": true,
+        "checksum": true,
+        "acknowledged": true,
+        "trace_attachment": true,
+        "native_experiment": true,
+        "native_comparable_Q4_Q8_Q2_experiments": true,
+        "independent_public_copy_decode": true,
+        "visual_review": true,
+        "logical_generator_placement": true,
+        "wddm_evidence_validated": true,
+        "wddm_whole_graph_coverage": true,
+        "wddm_generator_window_coverage": true,
+        "wddm_observation_coverage": true,
+        "physical_dedicated_residency_proven": false
+      },
+      "findings": [
+        "Recognizable adult artist holding a ceramic bowl in a pottery studio.",
+        "Blue apron, cream shirt, curly dark hair, bowl and softly blurred pottery shelves match; silver strands and precise rim grip are not distinct.",
+        "Face, linen and ceramic remain separable, but skin/hair and hands are softer than the two matched originals.",
+        "The bowl is supported partly underneath; fingers and hand edges blend together, and small facial/eye details are smeared.",
+        "No text requested or visible.",
+        "Finger separation is weak, especially under the bowl; facial/eye detail is soft; the requested silver strands and rim grip are not clearly shown."
+      ],
+      "media": [
+        {
+          "path": "media/qwen-turbo-q2-07.png",
+          "mime_type": "image/png",
+          "size_bytes": 419399,
+          "sha256": "bc0c5eecd40aced92a3944789a8a53d98ad99e4b0c8d442bbc74369d244ee92a",
+          "source_sha256": "791d4c49d4da135b6af93c0b8ef255fb6c52f59357da1a5e75b2ebc5bd40e103",
+          "width": 512,
+          "height": 512,
+          "pixel_sha256": "5fd4fd0fe5f6aef34f48f9e650f5d98d1d12ac40a76948d2626780dbbc239190",
+          "metadata_handling": "PNG re-encoded losslessly without ancillary metadata; decoded pixels unchanged.",
+          "public_copy_full_decode_passed": true,
+          "source_content_preserved": "Decoded pixels byte-identical"
+        }
+      ],
+      "workflow_path": "workflows/qwen-turbo-q2-07.json",
+      "workflow_sha256": "4182f185c77beecf9f24d5f8a3f5e111a0c2efaa16ea6926410455773859c6eb",
+      "source_workflow_canonical_sha256": "bb2093c212a8aa1c2b9a619dba901657ca66660bd1b5dd8482c06fc545b0e0e1",
+      "matched_comparison": {
+        "q4_record": "qwen-turbo-07",
+        "q8_record": "qwen-turbo-q8-07",
+        "comparison_path": "qwen-turbo-q4-q8-q2-comparison.json"
+      }
+    },
+    {
+      "id": "qwen-turbo-q2-08",
+      "label": "Qwen Image 2.1 Turbo Q2_K · seed 49",
+      "group": "qwen21-turbo-q2-comparison",
+      "kind": "image",
+      "model_id": "qwen-turbo-q2",
+      "model": "unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K",
+      "seed": 49,
+      "status": "succeeded",
+      "accepted_result": true,
+      "prompt": "A charming small brass robot with a round glass head stands on a wooden step stool inside an enormous old library, carefully returning a red book to a high shelf. The robot has two articulated arms and three visible fingers on each hand. A tiny blue mechanical bird perches on its shoulder. Bookshelves curve toward a domed ceiling painted with constellations; the far aisle is illuminated by warm amber lamps. Render as a detailed hand-painted storybook illustration with teal shadows, golden highlights and a clear focal point. Keep the robot, stool and book visibly separate, with no extra limbs, no captions and no written lettering.",
+      "prompt_details": {
+        "word_count": 105,
+        "complexity": "Stylized story scene",
+        "conditioning_texts": {
+          "3.prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA charming small brass robot with a round glass head stands on a wooden step stool inside an enormous old library, carefully returning a red book to a high shelf. The robot has two articulated arms and three visible fingers on each hand. A tiny blue mechanical bird perches on its shoulder. Bookshelves curve toward a domed ceiling painted with constellations; the far aisle is illuminated by warm amber lamps. Render as a detailed hand-painted storybook illustration with teal shadows, golden highlights and a clear focal point. Keep the robot, stool and book visibly separate, with no extra limbs, no captions and no written lettering."
+        },
+        "actual_positive_text": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA charming small brass robot with a round glass head stands on a wooden step stool inside an enormous old library, carefully returning a red book to a high shelf. The robot has two articulated arms and three visible fingers on each hand. A tiny blue mechanical bird perches on its shoulder. Bookshelves curve toward a domed ceiling painted with constellations; the far aisle is illuminated by warm amber lamps. Render as a detailed hand-painted storybook illustration with teal shadows, golden highlights and a clear focal point. Keep the robot, stool and book visibly separate, with no extra limbs, no captions and no written lettering."
+      },
+      "parameters": {
+        "1 UnetLoaderGGUFAdvanced": {
+          "unet_name": "qwen-image-2.1-turbo-Q2_K.gguf",
+          "dequant_dtype": "float32",
+          "patch_dtype": "float32",
+          "patch_on_device": false
+        },
+        "2 CLIPLoader": {
+          "clip_name": "qwen3vl_8b_int8_convrot.safetensors",
+          "type": "qwen_image",
+          "device": "cpu"
+        },
+        "3 TextEncodeQwenImage21": {
+          "negative_prompt": "",
+          "resolution": 512
+        },
+        "4 VAELoader": {
+          "vae_name": "qwen_image_2.1_vae_bf16.safetensors"
+        },
+        "5 QwenImage21Cache": {
+          "device": "off",
+          "dtype": "default"
+        },
+        "6 PFQwenQ2WholeGeneratorSampler": {},
+        "7 VAEDecode": {},
+        "8 SaveImage": {},
+        "9 RandomNoise": {
+          "noise_seed": 49
+        },
+        "10 CFGGuider": {
+          "cfg": 1.0
+        },
+        "11 KSamplerSelect": {
+          "sampler_name": "euler"
+        },
+        "12 ManualSigmas": {
+          "sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"
+        }
+      },
+      "timing": {
+        "factory_trace_seconds": 201.828697,
+        "comfy_server_seconds": 200.972,
+        "stages_seconds": {
+          "node_3_observer_receive_interval": 105.82799999997951,
+          "node_10_observer_receive_interval": 0,
+          "node_9_observer_receive_interval": 0.015000000013969839,
+          "node_6_observer_receive_interval": 66.25,
+          "node_7_observer_receive_interval": 28.78200000000652,
+          "node_8_observer_receive_interval": 0.0779999999795109
+        },
+        "limits": "Native graph, trace and observer stage times have separate boundaries. Instrumentation adds overhead."
+      },
+      "cache": {
+        "cached_nodes": [
+          "1",
+          "11",
+          "12",
+          "2",
+          "4",
+          "5"
+        ],
+        "same_runtime_retained": true,
+        "immediate_warm_claim": false,
+        "encoder_cached": false,
+        "context": {
+          "native_inter_run_gap_seconds": 27.689,
+          "only_seed_changed_from_predecessor": false,
+          "text_changed_from_predecessor": true
+        }
+      },
+      "resources": {
+        "sampled_summary": {
+          "sample_count": 99,
+          "inflight_sample_count": 98,
+          "minimum_ram_available_bytes": 6506614784,
+          "minimum_commit_available_bytes": 13419515904,
+          "minimum_system_drive_free_bytes": 18554941440,
+          "maximum_sampled_device_gpu_used_mib": 4824
+        },
+        "limits": "Device-wide observations include display/other workloads; exact per-process WDDM observations are separate."
+      },
+      "residency": {
+        "logical_verified": true,
+        "registered_parameters_and_buffers_checked": true,
+        "strict_placement_snapshots": 11,
+        "step_callback_count": 8,
+        "callback_boundary": "post_denoiser_pre_euler_update",
+        "physical_dedicated_residency_proven": false,
+        "generator_unloaded_by_wrapper": false,
+        "automatic_partial_or_cpu_fallback": false,
+        "minimum_sampled_driver_free_bytes": 0,
+        "maximum_torch_peak_allocated_bytes": 3510944768,
+        "maximum_torch_peak_reserved_bytes": 4238344192,
+        "actual_wddm_evidence_validated": true,
+        "wddm_whole_graph_coverage_verified": true,
+        "wddm_generator_coverage_verified": true,
+        "wddm_whole_graph_window": {
+          "coverage_failures": [],
+          "duration_seconds": 200.97199988365173,
+          "maximum_observed_gap_seconds": 1.0361950397491455,
+          "sample_count": 201,
+          "maximum_shared_delta_from_idle_bytes": 4194304,
+          "boundary_bracket_coverage_verified": true,
+          "sampling_gap_coverage_verified": true,
+          "median_observed_gap_seconds": 1.0128964185714722,
+          "maximum_shared_bytes": 69206016,
+          "maximum_dedicated_bytes": 4325101568,
+          "maximum_dedicated_delta_from_idle_bytes": 4257259520,
+          "coverage_verified": true,
+          "boundary_before_seconds": 0.6795389652252197,
+          "boundary_after_seconds": 0.8231890201568604
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+        "wddm_generator_window": {
+          "coverage_failures": [],
+          "duration_seconds": 66.23333787918091,
+          "maximum_observed_gap_seconds": 1.0228350162506104,
+          "sample_count": 67,
+          "maximum_shared_delta_from_idle_bytes": 4194304,
+          "boundary_bracket_coverage_verified": true,
+          "sampling_gap_coverage_verified": true,
+          "median_observed_gap_seconds": 1.0129034519195557,
+          "maximum_shared_bytes": 69206016,
+          "maximum_dedicated_bytes": 4325101568,
+          "maximum_dedicated_delta_from_idle_bytes": 4257259520,
+          "coverage_verified": true,
+          "boundary_before_seconds": 0.1861891746520996,
+          "boundary_after_seconds": 0.3822910785675049
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+        "wddm_query_error_count_total": 3,
+        "wddm_query_errors_in_whole_graph_window": 0,
+        "wddm_query_errors_in_generator_window": 0,
+        "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."
+      },
+      "encoding": {
+        "encoder_cached": false,
+        "token_truncation_verified": false
+      },
+      "verification": {
+        "full_decode": true,
+        "checksum": true,
+        "acknowledged": true,
+        "trace_attachment": true,
+        "native_experiment": true,
+        "native_comparable_Q4_Q8_Q2_experiments": true,
+        "independent_public_copy_decode": true,
+        "visual_review": true,
+        "logical_generator_placement": true,
+        "wddm_evidence_validated": true,
+        "wddm_whole_graph_coverage": true,
+        "wddm_generator_window_coverage": true,
+        "wddm_observation_coverage": true,
+        "physical_dedicated_residency_proven": false
+      },
+      "findings": [
+        "Readable brass robot in a tall old illustrated library, reaching toward a red book above a wooden stool.",
+        "Brass body, round glass-fronted head, red book, blue shoulder detail, stool and warm lamps are present. A distinct blue bird and ceiling constellations are not confidently resolved.",
+        "Brass, glass and wood are visually distinct in an etched/painterly style with strong line texture.",
+        "Arms are recognizable, but exact three-finger counts are unclear. Feet are not clearly visible on the stool; the lower legs merge into the region behind the seat.",
+        "No captions or readable lettering are visible.",
+        "Feet/standing support on the stool are ambiguous; exact three fingers per hand are not clearly shown.",
+        "Blue shoulder form is less clearly bird-like than the matched originals; constellations are not distinct."
+      ],
+      "media": [
+        {
+          "path": "media/qwen-turbo-q2-08.png",
+          "mime_type": "image/png",
+          "size_bytes": 547451,
+          "sha256": "45db3003f22fa429feff2b83ceee33b6d498d13add838a2233921922f9694616",
+          "source_sha256": "e3065dea5f94eae6dc8cd9edbf08594f2595851b89489070a9ac0304d55d7edf",
+          "width": 512,
+          "height": 512,
+          "pixel_sha256": "745fa8edc5e03c1920431a1a120e9607889e6f61d44ed8eaa42255590003ba1e",
+          "metadata_handling": "PNG re-encoded losslessly without ancillary metadata; decoded pixels unchanged.",
+          "public_copy_full_decode_passed": true,
+          "source_content_preserved": "Decoded pixels byte-identical"
+        }
+      ],
+      "workflow_path": "workflows/qwen-turbo-q2-08.json",
+      "workflow_sha256": "a77f6efd575ea0a5fc00e38e315947c56a15207cb33d968285c5c3b9d8dcb771",
+      "source_workflow_canonical_sha256": "0e4f3a5186944c12d11ffdf5bc72c29dbfd8997776423f3990dd0e1666937784",
+      "matched_comparison": {
+        "q4_record": "qwen-turbo-08",
+        "q8_record": "qwen-turbo-q8-08",
+        "comparison_path": "qwen-turbo-q4-q8-q2-comparison.json"
+      }
+    },
+    {
+      "id": "qwen-turbo-q2-09",
+      "label": "Qwen Image 2.1 Turbo Q2_K · seed 50",
+      "group": "qwen21-turbo-q2-comparison",
+      "kind": "image",
+      "model_id": "qwen-turbo-q2",
+      "model": "unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K",
+      "seed": 50,
+      "status": "succeeded",
+      "accepted_result": true,
+      "prompt": "A detailed travel photograph of a lively Mediterranean open-air produce market in early morning. In the foreground, three wooden crates hold red tomatoes, striped eggplants and yellow lemons, each type kept in its own crate. An adult vendor wearing a plain white shirt stands behind the stall, handing a small paper bag to an adult customer in a green jacket. A striped blue-and-white canopy casts cool shade over the stall. Beyond them, a narrow pedestrian street slopes toward a distant harbor with two white sailboats. Warm sunlight touches the upper walls but the foreground remains softly shaded. Compose the scene in layers with natural human proportions, believable hands, clear separation between people, baskets and produce, and rich but realistic color. Avoid artificial lens flares, watermarks and unreadable signs.",
+      "prompt_details": {
+        "word_count": 128,
+        "complexity": "Crowded composition",
+        "conditioning_texts": {
+          "3.prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA detailed travel photograph of a lively Mediterranean open-air produce market in early morning. In the foreground, three wooden crates hold red tomatoes, striped eggplants and yellow lemons, each type kept in its own crate. An adult vendor wearing a plain white shirt stands behind the stall, handing a small paper bag to an adult customer in a green jacket. A striped blue-and-white canopy casts cool shade over the stall. Beyond them, a narrow pedestrian street slopes toward a distant harbor with two white sailboats. Warm sunlight touches the upper walls but the foreground remains softly shaded. Compose the scene in layers with natural human proportions, believable hands, clear separation between people, baskets and produce, and rich but realistic color. Avoid artificial lens flares, watermarks and unreadable signs."
+        },
+        "actual_positive_text": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA detailed travel photograph of a lively Mediterranean open-air produce market in early morning. In the foreground, three wooden crates hold red tomatoes, striped eggplants and yellow lemons, each type kept in its own crate. An adult vendor wearing a plain white shirt stands behind the stall, handing a small paper bag to an adult customer in a green jacket. A striped blue-and-white canopy casts cool shade over the stall. Beyond them, a narrow pedestrian street slopes toward a distant harbor with two white sailboats. Warm sunlight touches the upper walls but the foreground remains softly shaded. Compose the scene in layers with natural human proportions, believable hands, clear separation between people, baskets and produce, and rich but realistic color. Avoid artificial lens flares, watermarks and unreadable signs."
+      },
+      "parameters": {
+        "1 UnetLoaderGGUFAdvanced": {
+          "unet_name": "qwen-image-2.1-turbo-Q2_K.gguf",
+          "dequant_dtype": "float32",
+          "patch_dtype": "float32",
+          "patch_on_device": false
+        },
+        "2 CLIPLoader": {
+          "clip_name": "qwen3vl_8b_int8_convrot.safetensors",
+          "type": "qwen_image",
+          "device": "cpu"
+        },
+        "3 TextEncodeQwenImage21": {
+          "negative_prompt": "",
+          "resolution": 512
+        },
+        "4 VAELoader": {
+          "vae_name": "qwen_image_2.1_vae_bf16.safetensors"
+        },
+        "5 QwenImage21Cache": {
+          "device": "off",
+          "dtype": "default"
+        },
+        "6 PFQwenQ2WholeGeneratorSampler": {},
+        "7 VAEDecode": {},
+        "8 SaveImage": {},
+        "9 RandomNoise": {
+          "noise_seed": 50
+        },
+        "10 CFGGuider": {
+          "cfg": 1.0
+        },
+        "11 KSamplerSelect": {
+          "sampler_name": "euler"
+        },
+        "12 ManualSigmas": {
+          "sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"
+        }
+      },
+      "timing": {
+        "factory_trace_seconds": 204.987736,
+        "comfy_server_seconds": 204.134,
+        "stages_seconds": {
+          "node_3_observer_receive_interval": 108.5,
+          "node_10_observer_receive_interval": 0,
+          "node_9_observer_receive_interval": 0.01600000006146729,
+          "node_6_observer_receive_interval": 66.35899999993853,
+          "node_7_observer_receive_interval": 29.125,
+          "node_8_observer_receive_interval": 0.06299999996554106
+        },
+        "limits": "Native graph, trace and observer stage times have separate boundaries. Instrumentation adds overhead."
+      },
+      "cache": {
+        "cached_nodes": [
+          "1",
+          "11",
+          "12",
+          "2",
+          "4",
+          "5"
+        ],
+        "same_runtime_retained": true,
+        "immediate_warm_claim": false,
+        "encoder_cached": false,
+        "context": {
+          "native_inter_run_gap_seconds": 29.696,
+          "only_seed_changed_from_predecessor": false,
+          "text_changed_from_predecessor": true
+        }
+      },
+      "resources": {
+        "sampled_summary": {
+          "sample_count": 101,
+          "inflight_sample_count": 100,
+          "minimum_ram_available_bytes": 6564458496,
+          "minimum_commit_available_bytes": 13469601792,
+          "minimum_system_drive_free_bytes": 18553696256,
+          "maximum_sampled_device_gpu_used_mib": 4824
+        },
+        "limits": "Device-wide observations include display/other workloads; exact per-process WDDM observations are separate."
+      },
+      "residency": {
+        "logical_verified": true,
+        "registered_parameters_and_buffers_checked": true,
+        "strict_placement_snapshots": 11,
+        "step_callback_count": 8,
+        "callback_boundary": "post_denoiser_pre_euler_update",
+        "physical_dedicated_residency_proven": false,
+        "generator_unloaded_by_wrapper": false,
+        "automatic_partial_or_cpu_fallback": false,
+        "minimum_sampled_driver_free_bytes": 0,
+        "maximum_torch_peak_allocated_bytes": 3511954432,
+        "maximum_torch_peak_reserved_bytes": 4238344192,
+        "actual_wddm_evidence_validated": true,
+        "wddm_whole_graph_coverage_verified": true,
+        "wddm_generator_coverage_verified": true,
+        "wddm_whole_graph_window": {
+          "coverage_failures": [],
+          "duration_seconds": 204.1340000629425,
+          "maximum_observed_gap_seconds": 1.0472609996795654,
+          "sample_count": 204,
+          "maximum_shared_delta_from_idle_bytes": 4194304,
+          "boundary_bracket_coverage_verified": true,
+          "sampling_gap_coverage_verified": true,
+          "median_observed_gap_seconds": 1.0125501155853271,
+          "maximum_shared_bytes": 69206016,
+          "maximum_dedicated_bytes": 4325101568,
+          "maximum_dedicated_delta_from_idle_bytes": 4257259520,
+          "coverage_verified": true,
+          "boundary_before_seconds": 0.5481951236724854,
+          "boundary_after_seconds": 0.6634769439697266
+        },
+        "wddm_generator_window": {
+          "coverage_failures": [],
+          "duration_seconds": 66.34918999671936,
+          "maximum_observed_gap_seconds": 1.0276000499725342,
+          "sample_count": 68,
+          "maximum_shared_delta_from_idle_bytes": 4194304,
+          "boundary_bracket_coverage_verified": true,
+          "sampling_gap_coverage_verified": true,
+          "median_observed_gap_seconds": 1.0128090381622314,
+          "maximum_shared_bytes": 69206016,
+          "maximum_dedicated_bytes": 4325101568,
+          "maximum_dedicated_delta_from_idle_bytes": 4257259520,
+          "coverage_verified": true,
+          "boundary_before_seconds": 0.9175951480865479,
+          "boundary_after_seconds": 0.5098450183868408
+        },
+        "wddm_query_error_count_total": 3,
+        "wddm_query_errors_in_whole_graph_window": 0,
+        "wddm_query_errors_in_generator_window": 0,
+        "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."
+      },
+      "encoding": {
+        "encoder_cached": false,
+        "token_truncation_verified": false
+      },
+      "verification": {
+        "full_decode": true,
+        "checksum": true,
+        "acknowledged": true,
+        "trace_attachment": true,
+        "native_experiment": true,
+        "native_comparable_Q4_Q8_Q2_experiments": true,
+        "independent_public_copy_decode": true,
+        "visual_review": true,
+        "logical_generator_placement": true,
+        "wddm_evidence_validated": true,
+        "wddm_whole_graph_coverage": true,
+        "wddm_generator_window_coverage": true,
+        "wddm_observation_coverage": true,
+        "physical_dedicated_residency_proven": false
+      },
+      "findings": [
+        "Recognizable outdoor produce stall with three crates and several adults under a blue-and-white canopy.",
+        "Tomatoes, eggplants and lemons are separated into crates; vendor wears white and green outerwear is present. A large extra foreground figure obscures much of the right side and harbor; the requested paper-bag transfer is not distinct.",
+        "Produce and wood are recognizable, but canopy, faces and clothing have soft painterly/stippled detail rather than crisp photographic texture.",
+        "The exchanging hands merge into an indistinct cluster, with no cleanly separated bag. Three people appear, including an additional large green-jacketed back-facing figure.",
+        "No clearly readable signs or labels are visible.",
+        "Paper bag and hands are not cleanly separated.",
+        "Additional foreground person crowds the scene and obscures the harbor; exact two sailboats cannot be verified.",
+        "Fine face/canopy detail is soft and painterly."
+      ],
+      "media": [
+        {
+          "path": "media/qwen-turbo-q2-09.png",
+          "mime_type": "image/png",
+          "size_bytes": 471548,
+          "sha256": "39c07e9e480d635b9e5a0023f87be29816db039fcce5ceda4299d8759bbdd500",
+          "source_sha256": "28aee55010f8ea95464c8b2a262a0aa8f87523ee94ce2d5c32a8408f1f73694d",
+          "width": 512,
+          "height": 512,
+          "pixel_sha256": "5d5f20c994fde16ebf5178872ed468f5c560150544c8a97aa6c24af220e6125d",
+          "metadata_handling": "PNG re-encoded losslessly without ancillary metadata; decoded pixels unchanged.",
+          "public_copy_full_decode_passed": true,
+          "source_content_preserved": "Decoded pixels byte-identical"
+        }
+      ],
+      "workflow_path": "workflows/qwen-turbo-q2-09.json",
+      "workflow_sha256": "7535b3bb456848968bfec93102baa5dbb332b2e6e39de21f2b15aff678bcf0a9",
+      "source_workflow_canonical_sha256": "cff6715c70c1e5a473e52223bfdbcf3a3aad457bc98344051fd99f956947b7df",
+      "matched_comparison": {
+        "q4_record": "qwen-turbo-09",
+        "q8_record": "qwen-turbo-q8-09",
+        "comparison_path": "qwen-turbo-q4-q8-q2-comparison.json"
+      }
+    },
+    {
+      "id": "qwen-turbo-q2-10",
+      "label": "Qwen Image 2.1 Turbo Q2_K · seed 51",
+      "group": "qwen21-turbo-q2-comparison",
+      "kind": "image",
+      "model_id": "qwen-turbo-q2",
+      "model": "unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K",
+      "seed": 51,
+      "status": "succeeded",
+      "accepted_result": true,
+      "prompt": "Create a highly detailed cinematic architectural illustration of a remote mountain observatory at blue hour after a light snowfall. The building occupies the right two-thirds of the square image: a circular pale-stone base supports one weathered copper dome, whose open viewing slit points toward the upper left. A narrow exterior staircase with dark iron handrails climbs from a small lower entrance to a balcony; every step has a thin undisturbed layer of snow. One adult astronomer in a dark red winter coat stands on the balcony with a small white notebook held closed in one gloved hand, looking toward the sky. Place a warm amber lamp immediately above the entrance, creating a pool of light on the stone without illuminating the whole landscape. In the lower left foreground, a crooked pine tree and two exposed granite rocks frame a winding path that leads toward the building. Behind the observatory, show distant mountain ridges fading from slate blue into violet mist. The sky contains scattered sharp stars and a faint natural Milky Way band, with no oversized planets or fantasy moons. Balance warm interior light against cold ambient snow light, use physically plausible perspective, careful separation of the staircase rails and the figure, and visible differences between copper, stone, glass, fabric and snow. The final scene should feel quiet, inhabited and believable. Do not add titles, labels, logos, watermarks, extra people, extra domes or duplicate staircases.",
+      "prompt_details": {
+        "word_count": 235,
+        "complexity": "Elaborate constraints",
+        "conditioning_texts": {
+          "3.prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nCreate a highly detailed cinematic architectural illustration of a remote mountain observatory at blue hour after a light snowfall. The building occupies the right two-thirds of the square image: a circular pale-stone base supports one weathered copper dome, whose open viewing slit points toward the upper left. A narrow exterior staircase with dark iron handrails climbs from a small lower entrance to a balcony; every step has a thin undisturbed layer of snow. One adult astronomer in a dark red winter coat stands on the balcony with a small white notebook held closed in one gloved hand, looking toward the sky. Place a warm amber lamp immediately above the entrance, creating a pool of light on the stone without illuminating the whole landscape. In the lower left foreground, a crooked pine tree and two exposed granite rocks frame a winding path that leads toward the building. Behind the observatory, show distant mountain ridges fading from slate blue into violet mist. The sky contains scattered sharp stars and a faint natural Milky Way band, with no oversized planets or fantasy moons. Balance warm interior light against cold ambient snow light, use physically plausible perspective, careful separation of the staircase rails and the figure, and visible differences between copper, stone, glass, fabric and snow. The final scene should feel quiet, inhabited and believable. Do not add titles, labels, logos, watermarks, extra people, extra domes or duplicate staircases."
+        },
+        "actual_positive_text": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nCreate a highly detailed cinematic architectural illustration of a remote mountain observatory at blue hour after a light snowfall. The building occupies the right two-thirds of the square image: a circular pale-stone base supports one weathered copper dome, whose open viewing slit points toward the upper left. A narrow exterior staircase with dark iron handrails climbs from a small lower entrance to a balcony; every step has a thin undisturbed layer of snow. One adult astronomer in a dark red winter coat stands on the balcony with a small white notebook held closed in one gloved hand, looking toward the sky. Place a warm amber lamp immediately above the entrance, creating a pool of light on the stone without illuminating the whole landscape. In the lower left foreground, a crooked pine tree and two exposed granite rocks frame a winding path that leads toward the building. Behind the observatory, show distant mountain ridges fading from slate blue into violet mist. The sky contains scattered sharp stars and a faint natural Milky Way band, with no oversized planets or fantasy moons. Balance warm interior light against cold ambient snow light, use physically plausible perspective, careful separation of the staircase rails and the figure, and visible differences between copper, stone, glass, fabric and snow. The final scene should feel quiet, inhabited and believable. Do not add titles, labels, logos, watermarks, extra people, extra domes or duplicate staircases."
+      },
+      "parameters": {
+        "1 UnetLoaderGGUFAdvanced": {
+          "unet_name": "qwen-image-2.1-turbo-Q2_K.gguf",
+          "dequant_dtype": "float32",
+          "patch_dtype": "float32",
+          "patch_on_device": false
+        },
+        "2 CLIPLoader": {
+          "clip_name": "qwen3vl_8b_int8_convrot.safetensors",
+          "type": "qwen_image",
+          "device": "cpu"
+        },
+        "3 TextEncodeQwenImage21": {
+          "negative_prompt": "",
+          "resolution": 512
+        },
+        "4 VAELoader": {
+          "vae_name": "qwen_image_2.1_vae_bf16.safetensors"
+        },
+        "5 QwenImage21Cache": {
+          "device": "off",
+          "dtype": "default"
+        },
+        "6 PFQwenQ2WholeGeneratorSampler": {},
+        "7 VAEDecode": {},
+        "8 SaveImage": {},
+        "9 RandomNoise": {
+          "noise_seed": 51
+        },
+        "10 CFGGuider": {
+          "cfg": 1.0
+        },
+        "11 KSamplerSelect": {
+          "sampler_name": "euler"
+        },
+        "12 ManualSigmas": {
+          "sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"
+        }
+      },
+      "timing": {
+        "factory_trace_seconds": 219.910558,
+        "comfy_server_seconds": 217.85,
+        "stages_seconds": {
+          "node_3_observer_receive_interval": 116.32800000009593,
+          "node_10_observer_receive_interval": 0,
+          "node_9_observer_receive_interval": 0,
+          "node_6_observer_receive_interval": 72.60899999993853,
+          "node_7_observer_receive_interval": 28.82799999997951,
+          "node_8_observer_receive_interval": 0.07900000002700835
+        },
+        "limits": "Native graph, trace and observer stage times have separate boundaries. Instrumentation adds overhead."
+      },
+      "cache": {
+        "cached_nodes": [
+          "1",
+          "11",
+          "12",
+          "2",
+          "4",
+          "5"
+        ],
+        "same_runtime_retained": true,
+        "immediate_warm_claim": false,
+        "encoder_cached": false,
+        "context": {
+          "native_inter_run_gap_seconds": 22.358,
+          "only_seed_changed_from_predecessor": false,
+          "text_changed_from_predecessor": true
+        }
+      },
+      "resources": {
+        "sampled_summary": {
+          "sample_count": 108,
+          "inflight_sample_count": 107,
+          "minimum_ram_available_bytes": 6545543168,
+          "minimum_commit_available_bytes": 13439905792,
+          "minimum_system_drive_free_bytes": 18553393152,
+          "maximum_sampled_device_gpu_used_mib": 4846
+        },
+        "limits": "Device-wide observations include display/other workloads; exact per-process WDDM observations are separate."
+      },
+      "residency": {
+        "logical_verified": true,
+        "registered_parameters_and_buffers_checked": true,
+        "strict_placement_snapshots": 11,
+        "step_callback_count": 8,
+        "callback_boundary": "post_denoiser_pre_euler_update",
+        "physical_dedicated_residency_proven": false,
+        "generator_unloaded_by_wrapper": false,
+        "automatic_partial_or_cpu_fallback": false,
+        "minimum_sampled_driver_free_bytes": 0,
+        "maximum_torch_peak_allocated_bytes": 3520192512,
+        "maximum_torch_peak_reserved_bytes": 4261412864,
+        "actual_wddm_evidence_validated": true,
+        "wddm_whole_graph_coverage_verified": false,
+        "wddm_generator_coverage_verified": false,
+        "wddm_whole_graph_window": {
+          "coverage_failures": [
+            "Actual successful-sample gap exceeds3s"
+          ],
+          "duration_seconds": 217.85000014305115,
+          "maximum_observed_gap_seconds": 6.074722051620483,
+          "sample_count": 212,
+          "maximum_shared_delta_from_idle_bytes": 4194304,
+          "boundary_bracket_coverage_verified": true,
+          "sampling_gap_coverage_verified": false,
+          "median_observed_gap_seconds": 1.0130879878997803,
+          "maximum_shared_bytes": 69206016,
+          "maximum_dedicated_bytes": 4348170240,
+          "maximum_dedicated_delta_from_idle_bytes": 4280328192,
+          "coverage_verified": false,
+          "boundary_before_seconds": 0.48005199432373047,
+          "boundary_after_seconds": 0.1690659523010254
+        },
+        "wddm_generator_window": {
+          "coverage_failures": [
+            "Actual successful-sample gap exceeds3s"
+          ],
+          "duration_seconds": 72.58504915237427,
+          "maximum_observed_gap_seconds": 6.074722051620483,
+          "sample_count": 69,
+          "maximum_shared_delta_from_idle_bytes": 4194304,
+          "boundary_bracket_coverage_verified": true,
+          "sampling_gap_coverage_verified": false,
+          "median_observed_gap_seconds": 1.0129915475845337,
+          "maximum_shared_bytes": 69206016,
+          "maximum_dedicated_bytes": 4348170240,
+          "maximum_dedicated_delta_from_idle_bytes": 4280328192,
+          "coverage_verified": false,
+          "boundary_before_seconds": 0.4016430377960205,
+          "boundary_after_seconds": 0.7757158279418945
+        },
+        "wddm_query_error_count_total": 3,
+        "wddm_query_errors_in_whole_graph_window": 1,
+        "wddm_query_errors_in_generator_window": 1,
+        "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."
+      },
+      "encoding": {
+        "encoder_cached": false,
+        "token_truncation_verified": false
+      },
+      "verification": {
+        "full_decode": true,
+        "checksum": true,
+        "acknowledged": true,
+        "trace_attachment": true,
+        "native_experiment": true,
+        "native_comparable_Q4_Q8_Q2_experiments": true,
+        "independent_public_copy_decode": true,
+        "visual_review": true,
+        "logical_generator_placement": true,
+        "wddm_evidence_validated": true,
+        "wddm_whole_graph_coverage": false,
+        "wddm_generator_window_coverage": false,
+        "wddm_observation_coverage": false,
+        "physical_dedicated_residency_proven": false
+      },
+      "findings": [
+        "Recognizable quiet observatory at blue hour with one dome, red-coated figure, stairs and foreground pine/rocks.",
+        "Most major architectural and lighting elements are present, including the warm lamp and snow-covered steps. Sharp stars and a Milky Way band are not clearly visible; the small notebook-like object is not clearly closed.",
+        "Copper-colored dome, stone, snow and fabric remain distinguishable; thin edges and dark surfaces are strongly stippled.",
+        "One staircase and balcony are readable, but railings have wavy/overlapping fine lines and the figure/hand/notebook details are compressed.",
+        "No titles, labels or readable lettering are visible.",
+        "Requested stars and Milky Way are not resolved.",
+        "Balcony/stair railing detail is wavy and tangled; exact notebook state is unclear."
+      ],
+      "media": [
+        {
+          "path": "media/qwen-turbo-q2-10.png",
+          "mime_type": "image/png",
+          "size_bytes": 414231,
+          "sha256": "c8e09799d7d8e756e3221a2f7754525d504e0e0c355763120571b5e52d092a37",
+          "source_sha256": "65c2fea2707a6ebc008ab1c6956867214f2f0a925fb51fe349e14a75738ae09c",
+          "width": 512,
+          "height": 512,
+          "pixel_sha256": "1b62142ca270b4cad3505ea0f9692088965e9fd6eb75375625699ed2a9ca39cd",
+          "metadata_handling": "PNG re-encoded losslessly without ancillary metadata; decoded pixels unchanged.",
+          "public_copy_full_decode_passed": true,
+          "source_content_preserved": "Decoded pixels byte-identical"
+        }
+      ],
+      "workflow_path": "workflows/qwen-turbo-q2-10.json",
+      "workflow_sha256": "f744448a017d44de87de6093b0fd7df320cf2d97e67cf1c76d6f3e7a38ba9a64",
+      "source_workflow_canonical_sha256": "d5a5fd5c4b3ec35a6b95aa853d2344d37f01dd428f9faccc2b077e9f6426040e",
+      "matched_comparison": {
+        "q4_record": "qwen-turbo-10",
+        "q8_record": "qwen-turbo-q8-10",
+        "comparison_path": "qwen-turbo-q4-q8-q2-comparison.json"
+      }
     }
   ],
   "failures": [
@@ -29624,7 +33289,8 @@
     "TwoCdrive storageguard stops were real no-output failures. Movingmodel/tool/temp/cache storage and addingDdrive paging preceded four successfulLTXtrials. This is anoperationalchange, notisolatedcausalproof.",
     "OldCog colorednoise was producedbyanincorrect custombridge; correctedpositions andrawVP referenceDDIM removednoise insampledframes but didnotestablish qualityusablegeneration.",
     "Across 50 FLUX second-seed requests, positive and negative conditioning were reused while sampling ran again and outputs changed. Excluding initial loading, native medians were 70.05 s new brief and 38.49 s next seed. The Qwen Turbo pair took 320.246 s then 95.234 s, combining startup/model and encoding reuse; only two seed variants were measured, not five.",
-    "Ten actual Q8 outputs match the original ten Q4 briefs/seeds/order. Native initial, same-brief next-seed and eight-new-brief timing populations are reported separately. Offload/cache and inherited runtime conditions remain confounders; independent visual findings do not establish automatic aesthetic superiority, whole-VRAM residency or a measured five-variant workload."
+    "Ten actual Q8 outputs match the original ten Q4 briefs/seeds/order. Native initial, same-brief next-seed and eight-new-brief timing populations are reported separately. Offload/cache and inherited runtime conditions remain confounders; independent visual findings do not establish automatic aesthetic superiority, whole-VRAM residency or a measured five-variant workload.",
+    "Ten Q2 originals match unchanged Q4/Q8 briefs/seeds/order. Requested full-generator logical placement and WDDM observations are evaluated separately, with actual graph/generator coverage failures and query errors retained. Uninterrupted physical dedicated residency is not established. New process/loading policy/reserve and instrumentation confound isolated quantization-speed claims."
   ],
   "diagnostics": [
     {
@@ -29690,6 +33356,15 @@
       "source_sha256": "2c1b8dfea4d5c0db2016896b7685c197de0c708cdb3f9d9cda54011b30c5da6b",
       "scope": "Template configuration hash. Per-output executed graph hashes and full sanitized graphs are retained separately.",
       "upstream_workflow": "https://github.com/Comfy-Org/workflow_templates/blob/0cf483d1dcb548b8b8d3f38ddf0ff41c89896cdb/templates/image_qwen_image_2_1_turbo_t2i.json"
+    },
+    {
+      "component": "Private Q2 sampler instrumentation/template",
+      "source_sha256": "3180c73ec8847718304b1895a9dd6c29419292fcd875d7333174e6be89f50675",
+      "wrapper_sha256": "babd4c7e006a20ac62fb1d71d081bdffa5fc24eb293f09f9db39cee81372826e",
+      "frozen_native_strict_wddm_verifier_sha256": "be9f1c89a24fa2a00e6af74f57d377b72a86a39295b38d8c9660be4ed62f5c4c",
+      "separate_postrun_wddm_analysis_sha256": "142cb65d1071dbab6b09e637e343c0c2ee4c40d5e5f89dfeed0df67b19122c49",
+      "scope": "Exact executed workflow and registered-placement instrumentation; unchanged strict verifier and separate post-run partial-coverage analysis. No copied model weights.",
+      "upstream_workflow": "https://github.com/Comfy-Org/workflow_templates/blob/0cf483d1dcb548b8b8d3f38ddf0ff41c89896cdb/templates/image_qwen_image_2_1_turbo_t2i.json"
     }
   ]
 }
diff --git a/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/manifest.json b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/manifest.json
index 866f9b8..f76388f 100644
--- a/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/manifest.json
+++ b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/manifest.json
@@ -4,8 +4,8 @@
   "source": "Packet Foundry retained evidence",
   "publication_url": "https://benchmarks.weeyuga.com/benchmarks/predator-media-20261021.html",
   "article_url": "https://benchmarks.weeyuga.com/findings/images-video-music-on-6gb.html",
-  "recorded_attempts": 150,
-  "retained_outputs": 143,
+  "recorded_attempts": 160,
+  "retained_outputs": 153,
   "private_operator_logs_excluded": true,
   "generated_media_terms": "See README.md and dataset.json model-source/terms links; generated media are excluded from any blanket archive data license."
 }
diff --git a/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/media/qwen-turbo-q2-01.png b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/media/qwen-turbo-q2-01.png
new file mode 100644
index 0000000..8962668
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diff --git a/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/media/qwen-turbo-q2-05.png b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/media/qwen-turbo-q2-05.png
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index 0000000..05795b6
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diff --git a/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/media/qwen-turbo-q2-06.png b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/media/qwen-turbo-q2-06.png
new file mode 100644
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diff --git a/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/media/qwen-turbo-q2-07.png b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/media/qwen-turbo-q2-07.png
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index 0000000..e993675
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diff --git a/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/media/qwen-turbo-q2-08.png b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/media/qwen-turbo-q2-08.png
new file mode 100644
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diff --git a/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/media/qwen-turbo-q2-09.png b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/media/qwen-turbo-q2-09.png
new file mode 100644
index 0000000..fb37f18
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diff --git a/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/media/qwen-turbo-q2-10.png b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/media/qwen-turbo-q2-10.png
new file mode 100644
index 0000000..479f567
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diff --git a/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/metadata.json b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/metadata.json
index 7bae472..83d7633 100644
--- a/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/metadata.json
+++ b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/metadata.json
@@ -25,21 +25,22 @@
     }
   },
   "coverage": {
-    "retained_output_files": 143,
-    "accepted_outputs": 142,
-    "images": 130,
-    "accepted_images": 129,
+    "retained_output_files": 153,
+    "accepted_outputs": 152,
+    "images": 140,
+    "accepted_images": 139,
     "image_complexity_suite": 100,
     "videos": 11,
     "music": 2,
     "contact_sheets": 11,
     "failed_delivery_outputs_with_media": 1,
     "failed_or_cancelled_submitted_jobs_without_media": 7,
-    "unique_original_media_sha256": 141,
+    "unique_original_media_sha256": 151,
     "diagnostic_fixture_exclusion": "Two synthetic codec preflight MP4s are fixtures, not model outputs; excluded from gallery and generated-output counts.",
     "duplicate_media_note": "Two pairs of early accepted image files have byte-identical source hashes. Every delivery is retained; file count and unique original byte sequences are distinct.",
     "qwen_turbo_ten_image_trial": 10,
-    "qwen_turbo_q8_matched_comparison": 10
+    "qwen_turbo_q8_matched_comparison": 10,
+    "qwen_turbo_q2_matched_comparison": 10
   },
   "methodology": [
     "Same model, template and fixed generation settings; record any intentional prompt change and seed42 then43. A changed prompt forces fresh text encoding; a changed seed forces sampling.",
@@ -184,12 +185,12 @@
     "quality": "All100 complexity-image thumbnails showed recognizable scenes; some lettering was malformed. The user described both YuE2 samples as usable music. Video results ranged from nearly static fox scenes and colored noise to recognizable scenes with poor framing and prompt adherence.",
     "failed_jobs_preserved": 7,
     "campaign_totals": {
-      "recorded_attempts": 150,
-      "retained_output_files": 143,
-      "images": 130,
+      "recorded_attempts": 160,
+      "retained_output_files": 153,
+      "images": 140,
       "videos": 11,
       "music": 2,
-      "accepted_outputs": 142,
+      "accepted_outputs": 152,
       "no_output_failures": 7,
       "failed_delivery_outputs": 1
     },
@@ -2350,6 +2351,1577 @@
         "Q4 is not a high-precision ground-truth image. Independent visual findings are subjective and include poor outputs.",
         "No measured five-variant workload, objective aesthetic superiority or whole-VRAM residency is claimed."
       ]
+    },
+    "qwen_turbo_q4_q8_q2_comparison": {
+      "schema_version": "matched-qwen-three-quant-1",
+      "matched_cases": 10,
+      "new_q2_outputs": 10,
+      "distinct_briefs": 9,
+      "baseline_originals_regenerated": false,
+      "native_comparable_experiments": 3,
+      "actual_experiment_case_bindings": 30,
+      "independent_original_visual_reviews": {
+        "q4": 10,
+        "q8": 10,
+        "q2": 10
+      },
+      "five_variant_group_measured": false,
+      "initial_request": {
+        "ordinal": 1,
+        "seed": 42,
+        "prompt": "A small orange ceramic fox on a pale wooden desk, soft morning light, plain cream background, realistic studio photograph.",
+        "variants": {
+          "q4": {
+            "record": "qwen-turbo-01",
+            "media": "media/qwen-turbo-01.png",
+            "native_seconds": 320.246,
+            "factory_trace_seconds": 334.589337,
+            "encoder_cached": false,
+            "cached_nodes": [],
+            "native_inter_run_gap_seconds": null,
+            "stage_observer_seconds": {
+              "cpu_text_encode_node3_seconds": 104.32900000002701,
+              "sampling_with_loading_node6_seconds": 159.85899999999674,
+              "vae_decode_node7_seconds": 40.75,
+              "output_save_node8_seconds": 2.047000000020489
+            }
+          },
+          "q8": {
+            "record": "qwen-turbo-q8-01",
+            "media": "media/qwen-turbo-q8-01.png",
+            "native_seconds": 541.41,
+            "factory_trace_seconds": 555.30645,
+            "encoder_cached": false,
+            "cached_nodes": [
+              "11",
+              "12",
+              "2",
+              "4"
+            ],
+            "native_inter_run_gap_seconds": null,
+            "stage_observer_seconds": {
+              "cpu_text_encode_node3_seconds": 251.85999999998603,
+              "sampling_with_loading_node6_seconds": 218.375,
+              "vae_decode_node7_seconds": 63.78099999995902,
+              "output_save_node8_seconds": 1.6880000000237487
+            }
+          },
+          "q2": {
+            "record": "qwen-turbo-q2-01",
+            "media": "media/qwen-turbo-q2-01.png",
+            "native_seconds": 217.04,
+            "factory_trace_seconds": 220.797228,
+            "encoder_cached": false,
+            "cached_nodes": [],
+            "native_inter_run_gap_seconds": null,
+            "stage_observer_seconds": {
+              "cpu_text_encode_node3_seconds": 104.53099999995902,
+              "sampling_with_loading_node6_seconds": 73.31200000003446,
+              "vae_decode_node7_seconds": 31.57799999997951,
+              "output_save_node8_seconds": 0.5
+            },
+            "residency": {
+              "logical_verified": true,
+              "registered_parameters_and_buffers_checked": true,
+              "strict_placement_snapshots": 11,
+              "step_callback_count": 8,
+              "callback_boundary": "post_denoiser_pre_euler_update",
+              "physical_dedicated_residency_proven": false,
+              "generator_unloaded_by_wrapper": false,
+              "automatic_partial_or_cpu_fallback": false,
+              "minimum_sampled_driver_free_bytes": 0,
+              "maximum_torch_peak_allocated_bytes": 3502995456,
+              "maximum_torch_peak_reserved_bytes": 4244635648,
+              "actual_wddm_evidence_validated": true,
+              "wddm_whole_graph_coverage_verified": false,
+              "wddm_generator_coverage_verified": true,
+              "wddm_whole_graph_window": {
+                "coverage_failures": [
+                  "Actual successful-sample gap exceeds3s"
+                ],
+                "duration_seconds": 217.03999996185303,
+                "maximum_observed_gap_seconds": 6.159926891326904,
+                "sample_count": 211,
+                "maximum_shared_delta_from_idle_bytes": 4194304,
+                "boundary_bracket_coverage_verified": true,
+                "sampling_gap_coverage_verified": false,
+                "median_observed_gap_seconds": 1.0130220651626587,
+                "maximum_shared_bytes": 69206016,
+                "maximum_dedicated_bytes": 4331393024,
+                "maximum_dedicated_delta_from_idle_bytes": 4263550976,
+                "coverage_verified": false,
+                "boundary_before_seconds": 0.34210705757141113,
+                "boundary_after_seconds": 0.19703912734985352
+              },
+              "wddm_generator_window": {
+                "coverage_failures": [],
+                "duration_seconds": 72.92103695869446,
+                "maximum_observed_gap_seconds": 1.0297160148620605,
+                "sample_count": 74,
+                "maximum_shared_delta_from_idle_bytes": 4194304,
+                "boundary_bracket_coverage_verified": true,
+                "sampling_gap_coverage_verified": true,
+                "median_observed_gap_seconds": 1.0130350589752197,
+                "maximum_shared_bytes": 69206016,
+                "maximum_dedicated_bytes": 4331393024,
+                "maximum_dedicated_delta_from_idle_bytes": 4263550976,
+                "coverage_verified": true,
+                "boundary_before_seconds": 0.002991199493408203,
+                "boundary_after_seconds": 0.8701419830322266
+              },
+              "wddm_query_error_count_total": 3,
+              "wddm_query_errors_in_whole_graph_window": 1,
+              "wddm_query_errors_in_generator_window": 0,
+              "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."
+            }
+          }
+        }
+      },
+      "same_brief_second_seed": {
+        "ordinal": 2,
+        "seed": 43,
+        "prompt": "A small orange ceramic fox on a pale wooden desk, soft morning light, plain cream background, realistic studio photograph.",
+        "variants": {
+          "q4": {
+            "record": "qwen-turbo-02",
+            "media": "media/qwen-turbo-02.png",
+            "native_seconds": 95.234,
+            "factory_trace_seconds": 96.670077,
+            "encoder_cached": true,
+            "cached_nodes": [
+              "1",
+              "10",
+              "11",
+              "12",
+              "2",
+              "3",
+              "4",
+              "5"
+            ],
+            "native_inter_run_gap_seconds": 34.322,
+            "stage_observer_seconds": {
+              "cpu_text_encode_node3_seconds": null,
+              "sampling_with_loading_node6_seconds": 67.14100000000326,
+              "vae_decode_node7_seconds": 27.82800000003772,
+              "output_save_node8_seconds": 0.06299999996554106
+            }
+          },
+          "q8": {
+            "record": "qwen-turbo-q8-02",
+            "media": "media/qwen-turbo-q8-02.png",
+            "native_seconds": 93.391,
+            "factory_trace_seconds": 94.081507,
+            "encoder_cached": true,
+            "cached_nodes": [
+              "1",
+              "10",
+              "11",
+              "12",
+              "2",
+              "3",
+              "4",
+              "5"
+            ],
+            "native_inter_run_gap_seconds": 24.958,
+            "stage_observer_seconds": {
+              "cpu_text_encode_node3_seconds": null,
+              "sampling_with_loading_node6_seconds": 64.78099999995902,
+              "vae_decode_node7_seconds": 28.32800000003772,
+              "output_save_node8_seconds": 0.06299999996554106
+            }
+          },
+          "q2": {
+            "record": "qwen-turbo-q2-02",
+            "media": "media/qwen-turbo-q2-02.png",
+            "native_seconds": 90.96,
+            "factory_trace_seconds": 93.614167,
+            "encoder_cached": true,
+            "cached_nodes": [
+              "1",
+              "10",
+              "11",
+              "12",
+              "2",
+              "3",
+              "4",
+              "5"
+            ],
+            "native_inter_run_gap_seconds": 22.769,
+            "stage_observer_seconds": {
+              "cpu_text_encode_node3_seconds": null,
+              "sampling_with_loading_node6_seconds": 61.46799999999348,
+              "vae_decode_node7_seconds": 29.219000000040978,
+              "output_save_node8_seconds": 0.14100000000325963
+            },
+            "residency": {
+              "logical_verified": true,
+              "registered_parameters_and_buffers_checked": true,
+              "strict_placement_snapshots": 11,
+              "step_callback_count": 8,
+              "callback_boundary": "post_denoiser_pre_euler_update",
+              "physical_dedicated_residency_proven": false,
+              "generator_unloaded_by_wrapper": false,
+              "automatic_partial_or_cpu_fallback": false,
+              "minimum_sampled_driver_free_bytes": 0,
+              "maximum_torch_peak_allocated_bytes": 3502995456,
+              "maximum_torch_peak_reserved_bytes": 4244635648,
+              "actual_wddm_evidence_validated": true,
+              "wddm_whole_graph_coverage_verified": true,
+              "wddm_generator_coverage_verified": true,
+              "wddm_whole_graph_window": {
+                "coverage_failures": [],
+                "duration_seconds": 90.96000003814697,
+                "maximum_observed_gap_seconds": 1.0281319618225098,
+                "sample_count": 92,
+                "maximum_shared_delta_from_idle_bytes": 4194304,
+                "boundary_bracket_coverage_verified": true,
+                "sampling_gap_coverage_verified": true,
+                "median_observed_gap_seconds": 1.012998104095459,
+                "maximum_shared_bytes": 69206016,
+                "maximum_dedicated_bytes": 4331393024,
+                "maximum_dedicated_delta_from_idle_bytes": 4263550976,
+                "coverage_verified": true,
+                "boundary_before_seconds": 0.3693549633026123,
+                "boundary_after_seconds": 0.7598569393157959
+              },
+              "wddm_generator_window": {
+                "coverage_failures": [],
+                "duration_seconds": 61.45852708816528,
+                "maximum_observed_gap_seconds": 1.0233500003814697,
+                "sample_count": 63,
+                "maximum_shared_delta_from_idle_bytes": 4194304,
+                "boundary_bracket_coverage_verified": true,
+                "sampling_gap_coverage_verified": true,
+                "median_observed_gap_seconds": 1.0130280256271362,
+                "maximum_shared_bytes": 69206016,
+                "maximum_dedicated_bytes": 4331393024,
+                "maximum_dedicated_delta_from_idle_bytes": 4263550976,
+                "coverage_verified": true,
+                "boundary_before_seconds": 0.5032908916473389,
+                "boundary_after_seconds": 0.766273021697998
+              },
+              "wddm_query_error_count_total": 3,
+              "wddm_query_errors_in_whole_graph_window": 0,
+              "wddm_query_errors_in_generator_window": 0,
+              "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."
+            }
+          }
+        }
+      },
+      "eight_new_briefs": {
+        "q4": {
+          "count": 8,
+          "minimum": 194.865,
+          "median": 199.712,
+          "maximum": 223.135,
+          "sum": 1631.842
+        },
+        "q8": {
+          "count": 8,
+          "minimum": 384.654,
+          "median": 446.47749999999996,
+          "maximum": 620.242,
+          "sum": 3747.615
+        },
+        "q2": {
+          "count": 8,
+          "minimum": 190.117,
+          "median": 196.433,
+          "maximum": 217.85,
+          "sum": 1590.593
+        }
+      },
+      "q2_first_native_start_utc": "2026-10-21T13:46:29.128000+00:00",
+      "runtime_comparison": {
+        "q2_new_process": true,
+        "q2_default_normal_vram": true,
+        "q2_reserve_gib": 0.6,
+        "q2_force_full_generator_load": true,
+        "q2_instrumented": true,
+        "shared_settings": "512×512; eight Euler steps; CFG1; exact ManualSigmas; CPU INT8 encoder; CPU VAE; FP32 compute.",
+        "physical_dedicated_residency_proven": false
+      },
+      "setup_context": {
+        "startup_argument_rejection": {
+          "phase": "setup_before_generation",
+          "cause": "Pinned ComfyUI0.42.1 rejected an unsupported --normalvram argument. Normal VRAM is selected by omitting --lowvram. The clean parser exit was corrected before generation.",
+          "generation_attempts_added": 0
+        },
+        "measurement_observer_initial_failure": {
+          "phase": "measurement_setup_before_generation",
+          "error_type": "CimException",
+          "cause_established": false,
+          "verified_samples": 0,
+          "generation_requests_observed": 0,
+          "generation_attempts_added": 0,
+          "scope": "Initial raw counter query failed before the idle baseline. Its cause remains unresolved. Its failed observer state/log/source are retained separately; later actual per-case WDDM coverage is evaluated before publication."
+        },
+        "runtime_source_line_endings": {
+          "verified_sources": 16,
+          "changed_sources": 12,
+          "byte_identical_sources": 4,
+          "scope": "Operator exact-byte readback verified twelve Comfy LF-to-CRLF serialization changes and four byte-identical GGUF sources; full preserved and actual native hashes remain pinned."
+        }
+      },
+      "wddm_observation_summary": {
+        "evidence_validated_requests": 10,
+        "whole_graph_coverage_verified_requests": 7,
+        "generator_coverage_verified_requests": 9,
+        "observer_query_error_count_total": 3,
+        "whole_graph_coverage_failed_ordinals": [
+          1,
+          6,
+          10
+        ],
+        "generator_coverage_failed_ordinals": [
+          10
+        ],
+        "maximum_whole_graph_successful_sample_gap_seconds": 6.406083106994629,
+        "maximum_generator_successful_sample_gap_seconds": 6.074722051620483,
+        "physical_dedicated_residency_proven": false
+      },
+      "rows": [
+        {
+          "ordinal": 1,
+          "seed": 42,
+          "prompt": "A small orange ceramic fox on a pale wooden desk, soft morning light, plain cream background, realistic studio photograph.",
+          "variants": {
+            "q4": {
+              "record": "qwen-turbo-01",
+              "media": "media/qwen-turbo-01.png",
+              "native_seconds": 320.246,
+              "factory_trace_seconds": 334.589337,
+              "encoder_cached": false,
+              "cached_nodes": [],
+              "native_inter_run_gap_seconds": null,
+              "stage_observer_seconds": {
+                "cpu_text_encode_node3_seconds": 104.32900000002701,
+                "sampling_with_loading_node6_seconds": 159.85899999999674,
+                "vae_decode_node7_seconds": 40.75,
+                "output_save_node8_seconds": 2.047000000020489
+              }
+            },
+            "q8": {
+              "record": "qwen-turbo-q8-01",
+              "media": "media/qwen-turbo-q8-01.png",
+              "native_seconds": 541.41,
+              "factory_trace_seconds": 555.30645,
+              "encoder_cached": false,
+              "cached_nodes": [
+                "11",
+                "12",
+                "2",
+                "4"
+              ],
+              "native_inter_run_gap_seconds": null,
+              "stage_observer_seconds": {
+                "cpu_text_encode_node3_seconds": 251.85999999998603,
+                "sampling_with_loading_node6_seconds": 218.375,
+                "vae_decode_node7_seconds": 63.78099999995902,
+                "output_save_node8_seconds": 1.6880000000237487
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+                "wddm_query_errors_in_generator_window": 0,
+                "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."
+              }
+            }
+          }
+        },
+        {
+          "ordinal": 10,
+          "seed": 51,
+          "prompt": "Create a highly detailed cinematic architectural illustration of a remote mountain observatory at blue hour after a light snowfall. The building occupies the right two-thirds of the square image: a circular pale-stone base supports one weathered copper dome, whose open viewing slit points toward the upper left. A narrow exterior staircase with dark iron handrails climbs from a small lower entrance to a balcony; every step has a thin undisturbed layer of snow. One adult astronomer in a dark red winter coat stands on the balcony with a small white notebook held closed in one gloved hand, looking toward the sky. Place a warm amber lamp immediately above the entrance, creating a pool of light on the stone without illuminating the whole landscape. In the lower left foreground, a crooked pine tree and two exposed granite rocks frame a winding path that leads toward the building. Behind the observatory, show distant mountain ridges fading from slate blue into violet mist. The sky contains scattered sharp stars and a faint natural Milky Way band, with no oversized planets or fantasy moons. Balance warm interior light against cold ambient snow light, use physically plausible perspective, careful separation of the staircase rails and the figure, and visible differences between copper, stone, glass, fabric and snow. The final scene should feel quiet, inhabited and believable. Do not add titles, labels, logos, watermarks, extra people, extra domes or duplicate staircases.",
+          "variants": {
+            "q4": {
+              "record": "qwen-turbo-10",
+              "media": "media/qwen-turbo-10.png",
+              "native_seconds": 223.135,
+              "factory_trace_seconds": 226.020651,
+              "encoder_cached": false,
+              "cached_nodes": [
+                "1",
+                "11",
+                "12",
+                "2",
+                "4",
+                "5"
+              ],
+              "native_inter_run_gap_seconds": 10.771,
+              "stage_observer_seconds": {
+                "cpu_text_encode_node3_seconds": 115.98399999999674,
+                "sampling_with_loading_node6_seconds": 78.40600000001723,
+                "vae_decode_node7_seconds": 28.639999999955762,
+                "output_save_node8_seconds": 0.07900000002700835
+              }
+            },
+            "q8": {
+              "record": "qwen-turbo-q8-10",
+              "media": "media/qwen-turbo-q8-10.png",
+              "native_seconds": 421.721,
+              "factory_trace_seconds": 438.158993,
+              "encoder_cached": false,
+              "cached_nodes": [
+                "1",
+                "11",
+                "12",
+                "2",
+                "4",
+                "5"
+              ],
+              "native_inter_run_gap_seconds": 36.492,
+              "stage_observer_seconds": {
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+                "sampling_with_loading_node6_seconds": 109.71899999998277,
+                "vae_decode_node7_seconds": 38.34399999998277,
+                "output_save_node8_seconds": 1.5310000000172295
+              }
+            },
+            "q2": {
+              "record": "qwen-turbo-q2-10",
+              "media": "media/qwen-turbo-q2-10.png",
+              "native_seconds": 217.85,
+              "factory_trace_seconds": 219.910558,
+              "encoder_cached": false,
+              "cached_nodes": [
+                "1",
+                "11",
+                "12",
+                "2",
+                "4",
+                "5"
+              ],
+              "native_inter_run_gap_seconds": 22.358,
+              "stage_observer_seconds": {
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+                "sampling_with_loading_node6_seconds": 72.60899999993853,
+                "vae_decode_node7_seconds": 28.82799999997951,
+                "output_save_node8_seconds": 0.07900000002700835
+              },
+              "residency": {
+                "logical_verified": true,
+                "registered_parameters_and_buffers_checked": true,
+                "strict_placement_snapshots": 11,
+                "step_callback_count": 8,
+                "callback_boundary": "post_denoiser_pre_euler_update",
+                "physical_dedicated_residency_proven": false,
+                "generator_unloaded_by_wrapper": false,
+                "automatic_partial_or_cpu_fallback": false,
+                "minimum_sampled_driver_free_bytes": 0,
+                "maximum_torch_peak_allocated_bytes": 3520192512,
+                "maximum_torch_peak_reserved_bytes": 4261412864,
+                "actual_wddm_evidence_validated": true,
+                "wddm_whole_graph_coverage_verified": false,
+                "wddm_generator_coverage_verified": false,
+                "wddm_whole_graph_window": {
+                  "coverage_failures": [
+                    "Actual successful-sample gap exceeds3s"
+                  ],
+                  "duration_seconds": 217.85000014305115,
+                  "maximum_observed_gap_seconds": 6.074722051620483,
+                  "sample_count": 212,
+                  "maximum_shared_delta_from_idle_bytes": 4194304,
+                  "boundary_bracket_coverage_verified": true,
+                  "sampling_gap_coverage_verified": false,
+                  "median_observed_gap_seconds": 1.0130879878997803,
+                  "maximum_shared_bytes": 69206016,
+                  "maximum_dedicated_bytes": 4348170240,
+                  "maximum_dedicated_delta_from_idle_bytes": 4280328192,
+                  "coverage_verified": false,
+                  "boundary_before_seconds": 0.48005199432373047,
+                  "boundary_after_seconds": 0.1690659523010254
+                },
+                "wddm_generator_window": {
+                  "coverage_failures": [
+                    "Actual successful-sample gap exceeds3s"
+                  ],
+                  "duration_seconds": 72.58504915237427,
+                  "maximum_observed_gap_seconds": 6.074722051620483,
+                  "sample_count": 69,
+                  "maximum_shared_delta_from_idle_bytes": 4194304,
+                  "boundary_bracket_coverage_verified": true,
+                  "sampling_gap_coverage_verified": false,
+                  "median_observed_gap_seconds": 1.0129915475845337,
+                  "maximum_shared_bytes": 69206016,
+                  "maximum_dedicated_bytes": 4348170240,
+                  "maximum_dedicated_delta_from_idle_bytes": 4280328192,
+                  "coverage_verified": false,
+                  "boundary_before_seconds": 0.4016430377960205,
+                  "boundary_after_seconds": 0.7757158279418945
+                },
+                "wddm_query_error_count_total": 3,
+                "wddm_query_errors_in_whole_graph_window": 1,
+                "wddm_query_errors_in_generator_window": 1,
+                "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."
+              }
+            }
+          }
+        }
+      ],
+      "limits": [
+        "Q2 changes storage quantization, model loading policy, reserve and process context; unrandomized different-time comparisons do not isolate quantization speed.",
+        "Logical generator placement is checked at load/sampler entry, eight post-denoiser/pre-Euler-update callbacks and completion. This does not prove uninterrupted physical dedicated residency.",
+        "WDDM observations have exact process/adapter idle context and independently measured graph/generator coverage. Failed coverage and actual query errors remain explicit; observed maxima do not bound unobserved gaps. Nonzero shared memory alone is not proof of weight paging.",
+        "The first two requests share a brief; no five-variant workload was measured.",
+        "Q4/Q8 are retained comparison outputs, not high-precision quality ground truth."
+      ]
     }
   },
   "limits": [
@@ -2359,5 +3931,5 @@
     "No model weights or private credentials are redistributed. Source hashes identify retained originals; public metadata-stripped copies have separate hashes."
   ],
   "archive_run_id": "3cc53336-2555-5e90-99c3-7b94dcb40acc",
-  "dataset_sha256": "c5088416ce7d92221f0c3915024adb36a1d457c208c95a1abfac4a089b1788ab"
+  "dataset_sha256": "b0f28c49bb7ffe043b3ca0c396978c72e220413f0281dd21f309515f21df672a"
 }
diff --git a/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/qwen-turbo-q4-q8-q2-comparison.json b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/qwen-turbo-q4-q8-q2-comparison.json
new file mode 100644
index 0000000..3cf221d
--- /dev/null
+++ b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/qwen-turbo-q4-q8-q2-comparison.json
@@ -0,0 +1,1571 @@
+{
+  "schema_version": "matched-qwen-three-quant-1",
+  "matched_cases": 10,
+  "new_q2_outputs": 10,
+  "distinct_briefs": 9,
+  "baseline_originals_regenerated": false,
+  "native_comparable_experiments": 3,
+  "actual_experiment_case_bindings": 30,
+  "independent_original_visual_reviews": {
+    "q4": 10,
+    "q8": 10,
+    "q2": 10
+  },
+  "five_variant_group_measured": false,
+  "initial_request": {
+    "ordinal": 1,
+    "seed": 42,
+    "prompt": "A small orange ceramic fox on a pale wooden desk, soft morning light, plain cream background, realistic studio photograph.",
+    "variants": {
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+        "record": "qwen-turbo-01",
+        "media": "media/qwen-turbo-01.png",
+        "native_seconds": 320.246,
+        "factory_trace_seconds": 334.589337,
+        "encoder_cached": false,
+        "cached_nodes": [],
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+        }
+      },
+      "q8": {
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+        "native_seconds": 541.41,
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+          "output_save_node8_seconds": 1.6880000000237487
+        }
+      },
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+        "media": "media/qwen-turbo-q2-01.png",
+        "native_seconds": 217.04,
+        "factory_trace_seconds": 220.797228,
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+          "step_callback_count": 8,
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+          "generator_unloaded_by_wrapper": false,
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+          "wddm_query_errors_in_generator_window": 0,
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+        }
+      }
+    }
+  },
+  "same_brief_second_seed": {
+    "ordinal": 2,
+    "seed": 43,
+    "prompt": "A small orange ceramic fox on a pale wooden desk, soft morning light, plain cream background, realistic studio photograph.",
+    "variants": {
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+        "record": "qwen-turbo-02",
+        "media": "media/qwen-turbo-02.png",
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+        "factory_trace_seconds": 96.670077,
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+        }
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+        "media": "media/qwen-turbo-q8-02.png",
+        "native_seconds": 93.391,
+        "factory_trace_seconds": 94.081507,
+        "encoder_cached": true,
+        "cached_nodes": [
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+          "10",
+          "11",
+          "12",
+          "2",
+          "3",
+          "4",
+          "5"
+        ],
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+      },
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+        "record": "qwen-turbo-q2-02",
+        "media": "media/qwen-turbo-q2-02.png",
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+        "factory_trace_seconds": 93.614167,
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+          "callback_boundary": "post_denoiser_pre_euler_update",
+          "physical_dedicated_residency_proven": false,
+          "generator_unloaded_by_wrapper": false,
+          "automatic_partial_or_cpu_fallback": false,
+          "minimum_sampled_driver_free_bytes": 0,
+          "maximum_torch_peak_allocated_bytes": 3502995456,
+          "maximum_torch_peak_reserved_bytes": 4244635648,
+          "actual_wddm_evidence_validated": true,
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+          "wddm_generator_coverage_verified": true,
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+            "sample_count": 92,
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+            "sample_count": 63,
+            "maximum_shared_delta_from_idle_bytes": 4194304,
+            "boundary_bracket_coverage_verified": true,
+            "sampling_gap_coverage_verified": true,
+            "median_observed_gap_seconds": 1.0130280256271362,
+            "maximum_shared_bytes": 69206016,
+            "maximum_dedicated_bytes": 4331393024,
+            "maximum_dedicated_delta_from_idle_bytes": 4263550976,
+            "coverage_verified": true,
+            "boundary_before_seconds": 0.5032908916473389,
+            "boundary_after_seconds": 0.766273021697998
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+          "wddm_query_error_count_total": 3,
+          "wddm_query_errors_in_whole_graph_window": 0,
+          "wddm_query_errors_in_generator_window": 0,
+          "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."
+        }
+      }
+    }
+  },
+  "eight_new_briefs": {
+    "q4": {
+      "count": 8,
+      "minimum": 194.865,
+      "median": 199.712,
+      "maximum": 223.135,
+      "sum": 1631.842
+    },
+    "q8": {
+      "count": 8,
+      "minimum": 384.654,
+      "median": 446.47749999999996,
+      "maximum": 620.242,
+      "sum": 3747.615
+    },
+    "q2": {
+      "count": 8,
+      "minimum": 190.117,
+      "median": 196.433,
+      "maximum": 217.85,
+      "sum": 1590.593
+    }
+  },
+  "q2_first_native_start_utc": "2026-10-21T13:46:29.128000+00:00",
+  "runtime_comparison": {
+    "q2_new_process": true,
+    "q2_default_normal_vram": true,
+    "q2_reserve_gib": 0.6,
+    "q2_force_full_generator_load": true,
+    "q2_instrumented": true,
+    "shared_settings": "512×512; eight Euler steps; CFG1; exact ManualSigmas; CPU INT8 encoder; CPU VAE; FP32 compute.",
+    "physical_dedicated_residency_proven": false
+  },
+  "setup_context": {
+    "startup_argument_rejection": {
+      "phase": "setup_before_generation",
+      "cause": "Pinned ComfyUI0.42.1 rejected an unsupported --normalvram argument. Normal VRAM is selected by omitting --lowvram. The clean parser exit was corrected before generation.",
+      "generation_attempts_added": 0
+    },
+    "measurement_observer_initial_failure": {
+      "phase": "measurement_setup_before_generation",
+      "error_type": "CimException",
+      "cause_established": false,
+      "verified_samples": 0,
+      "generation_requests_observed": 0,
+      "generation_attempts_added": 0,
+      "scope": "Initial raw counter query failed before the idle baseline. Its cause remains unresolved. Its failed observer state/log/source are retained separately; later actual per-case WDDM coverage is evaluated before publication."
+    },
+    "runtime_source_line_endings": {
+      "verified_sources": 16,
+      "changed_sources": 12,
+      "byte_identical_sources": 4,
+      "scope": "Operator exact-byte readback verified twelve Comfy LF-to-CRLF serialization changes and four byte-identical GGUF sources; full preserved and actual native hashes remain pinned."
+    }
+  },
+  "wddm_observation_summary": {
+    "evidence_validated_requests": 10,
+    "whole_graph_coverage_verified_requests": 7,
+    "generator_coverage_verified_requests": 9,
+    "observer_query_error_count_total": 3,
+    "whole_graph_coverage_failed_ordinals": [
+      1,
+      6,
+      10
+    ],
+    "generator_coverage_failed_ordinals": [
+      10
+    ],
+    "maximum_whole_graph_successful_sample_gap_seconds": 6.406083106994629,
+    "maximum_generator_successful_sample_gap_seconds": 6.074722051620483,
+    "physical_dedicated_residency_proven": false
+  },
+  "rows": [
+    {
+      "ordinal": 1,
+      "seed": 42,
+      "prompt": "A small orange ceramic fox on a pale wooden desk, soft morning light, plain cream background, realistic studio photograph.",
+      "variants": {
+        "q4": {
+          "record": "qwen-turbo-01",
+          "media": "media/qwen-turbo-01.png",
+          "native_seconds": 320.246,
+          "factory_trace_seconds": 334.589337,
+          "encoder_cached": false,
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+            "vae_decode_node7_seconds": 40.75,
+            "output_save_node8_seconds": 2.047000000020489
+          }
+        },
+        "q8": {
+          "record": "qwen-turbo-q8-01",
+          "media": "media/qwen-turbo-q8-01.png",
+          "native_seconds": 541.41,
+          "factory_trace_seconds": 555.30645,
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+            "2",
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+              "maximum_dedicated_delta_from_idle_bytes": 4257259520,
+              "coverage_verified": true,
+              "boundary_before_seconds": 0.9175951480865479,
+              "boundary_after_seconds": 0.5098450183868408
+            },
+            "wddm_query_error_count_total": 3,
+            "wddm_query_errors_in_whole_graph_window": 0,
+            "wddm_query_errors_in_generator_window": 0,
+            "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."
+          }
+        }
+      }
+    },
+    {
+      "ordinal": 10,
+      "seed": 51,
+      "prompt": "Create a highly detailed cinematic architectural illustration of a remote mountain observatory at blue hour after a light snowfall. The building occupies the right two-thirds of the square image: a circular pale-stone base supports one weathered copper dome, whose open viewing slit points toward the upper left. A narrow exterior staircase with dark iron handrails climbs from a small lower entrance to a balcony; every step has a thin undisturbed layer of snow. One adult astronomer in a dark red winter coat stands on the balcony with a small white notebook held closed in one gloved hand, looking toward the sky. Place a warm amber lamp immediately above the entrance, creating a pool of light on the stone without illuminating the whole landscape. In the lower left foreground, a crooked pine tree and two exposed granite rocks frame a winding path that leads toward the building. Behind the observatory, show distant mountain ridges fading from slate blue into violet mist. The sky contains scattered sharp stars and a faint natural Milky Way band, with no oversized planets or fantasy moons. Balance warm interior light against cold ambient snow light, use physically plausible perspective, careful separation of the staircase rails and the figure, and visible differences between copper, stone, glass, fabric and snow. The final scene should feel quiet, inhabited and believable. Do not add titles, labels, logos, watermarks, extra people, extra domes or duplicate staircases.",
+      "variants": {
+        "q4": {
+          "record": "qwen-turbo-10",
+          "media": "media/qwen-turbo-10.png",
+          "native_seconds": 223.135,
+          "factory_trace_seconds": 226.020651,
+          "encoder_cached": false,
+          "cached_nodes": [
+            "1",
+            "11",
+            "12",
+            "2",
+            "4",
+            "5"
+          ],
+          "native_inter_run_gap_seconds": 10.771,
+          "stage_observer_seconds": {
+            "cpu_text_encode_node3_seconds": 115.98399999999674,
+            "sampling_with_loading_node6_seconds": 78.40600000001723,
+            "vae_decode_node7_seconds": 28.639999999955762,
+            "output_save_node8_seconds": 0.07900000002700835
+          }
+        },
+        "q8": {
+          "record": "qwen-turbo-q8-10",
+          "media": "media/qwen-turbo-q8-10.png",
+          "native_seconds": 421.721,
+          "factory_trace_seconds": 438.158993,
+          "encoder_cached": false,
+          "cached_nodes": [
+            "1",
+            "11",
+            "12",
+            "2",
+            "4",
+            "5"
+          ],
+          "native_inter_run_gap_seconds": 36.492,
+          "stage_observer_seconds": {
+            "cpu_text_encode_node3_seconds": 271.4529999999795,
+            "sampling_with_loading_node6_seconds": 109.71899999998277,
+            "vae_decode_node7_seconds": 38.34399999998277,
+            "output_save_node8_seconds": 1.5310000000172295
+          }
+        },
+        "q2": {
+          "record": "qwen-turbo-q2-10",
+          "media": "media/qwen-turbo-q2-10.png",
+          "native_seconds": 217.85,
+          "factory_trace_seconds": 219.910558,
+          "encoder_cached": false,
+          "cached_nodes": [
+            "1",
+            "11",
+            "12",
+            "2",
+            "4",
+            "5"
+          ],
+          "native_inter_run_gap_seconds": 22.358,
+          "stage_observer_seconds": {
+            "cpu_text_encode_node3_seconds": 116.32800000009593,
+            "sampling_with_loading_node6_seconds": 72.60899999993853,
+            "vae_decode_node7_seconds": 28.82799999997951,
+            "output_save_node8_seconds": 0.07900000002700835
+          },
+          "residency": {
+            "logical_verified": true,
+            "registered_parameters_and_buffers_checked": true,
+            "strict_placement_snapshots": 11,
+            "step_callback_count": 8,
+            "callback_boundary": "post_denoiser_pre_euler_update",
+            "physical_dedicated_residency_proven": false,
+            "generator_unloaded_by_wrapper": false,
+            "automatic_partial_or_cpu_fallback": false,
+            "minimum_sampled_driver_free_bytes": 0,
+            "maximum_torch_peak_allocated_bytes": 3520192512,
+            "maximum_torch_peak_reserved_bytes": 4261412864,
+            "actual_wddm_evidence_validated": true,
+            "wddm_whole_graph_coverage_verified": false,
+            "wddm_generator_coverage_verified": false,
+            "wddm_whole_graph_window": {
+              "coverage_failures": [
+                "Actual successful-sample gap exceeds3s"
+              ],
+              "duration_seconds": 217.85000014305115,
+              "maximum_observed_gap_seconds": 6.074722051620483,
+              "sample_count": 212,
+              "maximum_shared_delta_from_idle_bytes": 4194304,
+              "boundary_bracket_coverage_verified": true,
+              "sampling_gap_coverage_verified": false,
+              "median_observed_gap_seconds": 1.0130879878997803,
+              "maximum_shared_bytes": 69206016,
+              "maximum_dedicated_bytes": 4348170240,
+              "maximum_dedicated_delta_from_idle_bytes": 4280328192,
+              "coverage_verified": false,
+              "boundary_before_seconds": 0.48005199432373047,
+              "boundary_after_seconds": 0.1690659523010254
+            },
+            "wddm_generator_window": {
+              "coverage_failures": [
+                "Actual successful-sample gap exceeds3s"
+              ],
+              "duration_seconds": 72.58504915237427,
+              "maximum_observed_gap_seconds": 6.074722051620483,
+              "sample_count": 69,
+              "maximum_shared_delta_from_idle_bytes": 4194304,
+              "boundary_bracket_coverage_verified": true,
+              "sampling_gap_coverage_verified": false,
+              "median_observed_gap_seconds": 1.0129915475845337,
+              "maximum_shared_bytes": 69206016,
+              "maximum_dedicated_bytes": 4348170240,
+              "maximum_dedicated_delta_from_idle_bytes": 4280328192,
+              "coverage_verified": false,
+              "boundary_before_seconds": 0.4016430377960205,
+              "boundary_after_seconds": 0.7757158279418945
+            },
+            "wddm_query_error_count_total": 3,
+            "wddm_query_errors_in_whole_graph_window": 1,
+            "wddm_query_errors_in_generator_window": 1,
+            "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."
+          }
+        }
+      }
+    }
+  ],
+  "limits": [
+    "Q2 changes storage quantization, model loading policy, reserve and process context; unrandomized different-time comparisons do not isolate quantization speed.",
+    "Logical generator placement is checked at load/sampler entry, eight post-denoiser/pre-Euler-update callbacks and completion. This does not prove uninterrupted physical dedicated residency.",
+    "WDDM observations have exact process/adapter idle context and independently measured graph/generator coverage. Failed coverage and actual query errors remain explicit; observed maxima do not bound unobserved gaps. Nonzero shared memory alone is not proof of weight paging.",
+    "The first two requests share a brief; no five-variant workload was measured.",
+    "Q4/Q8 are retained comparison outputs, not high-precision quality ground truth."
+  ]
+}
diff --git a/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/records/qwen-turbo-q2-01.json b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/records/qwen-turbo-q2-01.json
new file mode 100644
index 0000000..aa2b8c7
--- /dev/null
+++ b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/records/qwen-turbo-q2-01.json
@@ -0,0 +1,205 @@
+{
+  "id": "qwen-turbo-q2-01",
+  "label": "Qwen Image 2.1 Turbo Q2_K · seed 42",
+  "group": "qwen21-turbo-q2-comparison",
+  "kind": "image",
+  "model_id": "qwen-turbo-q2",
+  "model": "unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K",
+  "seed": 42,
+  "status": "succeeded",
+  "accepted_result": true,
+  "prompt": "A small orange ceramic fox on a pale wooden desk, soft morning light, plain cream background, realistic studio photograph.",
+  "prompt_details": {
+    "word_count": 19,
+    "complexity": "Very short / retained runtime pair",
+    "conditioning_texts": {
+      "3.prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA small orange ceramic fox on a pale wooden desk, soft morning light, plain cream background, realistic studio photograph."
+    },
+    "actual_positive_text": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA small orange ceramic fox on a pale wooden desk, soft morning light, plain cream background, realistic studio photograph."
+  },
+  "parameters": {
+    "1 UnetLoaderGGUFAdvanced": {
+      "unet_name": "qwen-image-2.1-turbo-Q2_K.gguf",
+      "dequant_dtype": "float32",
+      "patch_dtype": "float32",
+      "patch_on_device": false
+    },
+    "2 CLIPLoader": {
+      "clip_name": "qwen3vl_8b_int8_convrot.safetensors",
+      "type": "qwen_image",
+      "device": "cpu"
+    },
+    "3 TextEncodeQwenImage21": {
+      "negative_prompt": "",
+      "resolution": 512
+    },
+    "4 VAELoader": {
+      "vae_name": "qwen_image_2.1_vae_bf16.safetensors"
+    },
+    "5 QwenImage21Cache": {
+      "device": "off",
+      "dtype": "default"
+    },
+    "6 PFQwenQ2WholeGeneratorSampler": {},
+    "7 VAEDecode": {},
+    "8 SaveImage": {},
+    "9 RandomNoise": {
+      "noise_seed": 42
+    },
+    "10 CFGGuider": {
+      "cfg": 1.0
+    },
+    "11 KSamplerSelect": {
+      "sampler_name": "euler"
+    },
+    "12 ManualSigmas": {
+      "sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"
+    }
+  },
+  "timing": {
+    "factory_trace_seconds": 220.797228,
+    "comfy_server_seconds": 217.04,
+    "stages_seconds": {
+      "node_4_observer_receive_interval": 2.4689999999827705,
+      "node_2_observer_receive_interval": 3.719000000040978,
+      "node_3_observer_receive_interval": 104.53099999995902,
+      "node_12_observer_receive_interval": 0.01600000000325963,
+      "node_11_observer_receive_interval": 0.031000000017229468,
+      "node_1_observer_receive_interval": 0.7339999999967404,
+      "node_5_observer_receive_interval": 0.09399999998277053,
+      "node_10_observer_receive_interval": 0,
+      "node_9_observer_receive_interval": 0.01600000000325963,
+      "node_6_observer_receive_interval": 73.31200000003446,
+      "node_7_observer_receive_interval": 31.57799999997951,
+      "node_8_observer_receive_interval": 0.5
+    },
+    "limits": "Native graph, trace and observer stage times have separate boundaries. Instrumentation adds overhead."
+  },
+  "cache": {
+    "cached_nodes": [],
+    "same_runtime_retained": null,
+    "immediate_warm_claim": false,
+    "encoder_cached": false,
+    "context": {
+      "native_inter_run_gap_seconds": null,
+      "only_seed_changed_from_predecessor": false,
+      "text_changed_from_predecessor": false
+    }
+  },
+  "resources": {
+    "sampled_summary": {
+      "sample_count": 108,
+      "inflight_sample_count": 107,
+      "minimum_ram_available_bytes": 4141621248,
+      "minimum_commit_available_bytes": 13704994816,
+      "minimum_system_drive_free_bytes": 18544037888,
+      "maximum_sampled_device_gpu_used_mib": 4826
+    },
+    "limits": "Device-wide observations include display/other workloads; exact per-process WDDM observations are separate."
+  },
+  "residency": {
+    "logical_verified": true,
+    "registered_parameters_and_buffers_checked": true,
+    "strict_placement_snapshots": 11,
+    "step_callback_count": 8,
+    "callback_boundary": "post_denoiser_pre_euler_update",
+    "physical_dedicated_residency_proven": false,
+    "generator_unloaded_by_wrapper": false,
+    "automatic_partial_or_cpu_fallback": false,
+    "minimum_sampled_driver_free_bytes": 0,
+    "maximum_torch_peak_allocated_bytes": 3502995456,
+    "maximum_torch_peak_reserved_bytes": 4244635648,
+    "actual_wddm_evidence_validated": true,
+    "wddm_whole_graph_coverage_verified": false,
+    "wddm_generator_coverage_verified": true,
+    "wddm_whole_graph_window": {
+      "coverage_failures": [
+        "Actual successful-sample gap exceeds3s"
+      ],
+      "duration_seconds": 217.03999996185303,
+      "maximum_observed_gap_seconds": 6.159926891326904,
+      "sample_count": 211,
+      "maximum_shared_delta_from_idle_bytes": 4194304,
+      "boundary_bracket_coverage_verified": true,
+      "sampling_gap_coverage_verified": false,
+      "median_observed_gap_seconds": 1.0130220651626587,
+      "maximum_shared_bytes": 69206016,
+      "maximum_dedicated_bytes": 4331393024,
+      "maximum_dedicated_delta_from_idle_bytes": 4263550976,
+      "coverage_verified": false,
+      "boundary_before_seconds": 0.34210705757141113,
+      "boundary_after_seconds": 0.19703912734985352
+    },
+    "wddm_generator_window": {
+      "coverage_failures": [],
+      "duration_seconds": 72.92103695869446,
+      "maximum_observed_gap_seconds": 1.0297160148620605,
+      "sample_count": 74,
+      "maximum_shared_delta_from_idle_bytes": 4194304,
+      "boundary_bracket_coverage_verified": true,
+      "sampling_gap_coverage_verified": true,
+      "median_observed_gap_seconds": 1.0130350589752197,
+      "maximum_shared_bytes": 69206016,
+      "maximum_dedicated_bytes": 4331393024,
+      "maximum_dedicated_delta_from_idle_bytes": 4263550976,
+      "coverage_verified": true,
+      "boundary_before_seconds": 0.002991199493408203,
+      "boundary_after_seconds": 0.8701419830322266
+    },
+    "wddm_query_error_count_total": 3,
+    "wddm_query_errors_in_whole_graph_window": 1,
+    "wddm_query_errors_in_generator_window": 0,
+    "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."
+  },
+  "encoding": {
+    "encoder_cached": false,
+    "token_truncation_verified": false
+  },
+  "verification": {
+    "full_decode": true,
+    "checksum": true,
+    "acknowledged": true,
+    "trace_attachment": true,
+    "native_experiment": true,
+    "native_comparable_Q4_Q8_Q2_experiments": true,
+    "independent_public_copy_decode": true,
+    "visual_review": true,
+    "logical_generator_placement": true,
+    "wddm_evidence_validated": true,
+    "wddm_whole_graph_coverage": false,
+    "wddm_generator_window_coverage": true,
+    "wddm_observation_coverage": false,
+    "physical_dedicated_residency_proven": false
+  },
+  "findings": [
+    "A coherent, larger frontal seated fox on the desk, with a visible tail at the left.",
+    "Orange fox, cream backdrop and soft light match; requested ceramic identity is weak.",
+    "Dense fine fur and visible whiskers make it read more like an animal or furry toy than ceramic.",
+    "Face, ears and paws are recognizable; no obvious duplicate limbs.",
+    "No text requested or visible.",
+    "Requested ceramic material is not convincing; fur and whiskers dominate."
+  ],
+  "media": [
+    {
+      "path": "media/qwen-turbo-q2-01.png",
+      "mime_type": "image/png",
+      "size_bytes": 310561,
+      "sha256": "e978ec354acaa94c74eae1fdd18769fbfbd05fd974d6649ce3264b77ec3a3888",
+      "source_sha256": "06e56e7ca63ffdc6b0bcb1f0c535ca622987e6abc8c0068040d2707f5eaf13c8",
+      "width": 512,
+      "height": 512,
+      "pixel_sha256": "94c49b07bb2e075a707e35f8627a3561a2f9108920536fa2979acfcc73c7b37b",
+      "metadata_handling": "PNG re-encoded losslessly without ancillary metadata; decoded pixels unchanged.",
+      "public_copy_full_decode_passed": true,
+      "source_content_preserved": "Decoded pixels byte-identical"
+    }
+  ],
+  "workflow_path": "workflows/qwen-turbo-q2-01.json",
+  "workflow_sha256": "35730e3e8a00d2d34c3fb10a6a309d15ab1a251c7e2613aa91fdb3cb4ffb42f6",
+  "source_workflow_canonical_sha256": "43cfbcacb278fbf574b2a0ddaa07d8fc0acbf9735efa17f1208825d8b7b20a85",
+  "matched_comparison": {
+    "q4_record": "qwen-turbo-01",
+    "q8_record": "qwen-turbo-q8-01",
+    "comparison_path": "qwen-turbo-q4-q8-q2-comparison.json"
+  }
+}
diff --git a/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/records/qwen-turbo-q2-02.json b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/records/qwen-turbo-q2-02.json
new file mode 100644
index 0000000..0608e62
--- /dev/null
+++ b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/records/qwen-turbo-q2-02.json
@@ -0,0 +1,204 @@
+{
+  "id": "qwen-turbo-q2-02",
+  "label": "Qwen Image 2.1 Turbo Q2_K · seed 43",
+  "group": "qwen21-turbo-q2-comparison",
+  "kind": "image",
+  "model_id": "qwen-turbo-q2",
+  "model": "unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K",
+  "seed": 43,
+  "status": "succeeded",
+  "accepted_result": true,
+  "prompt": "A small orange ceramic fox on a pale wooden desk, soft morning light, plain cream background, realistic studio photograph.",
+  "prompt_details": {
+    "word_count": 19,
+    "complexity": "Very short / retained runtime pair",
+    "conditioning_texts": {
+      "3.prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA small orange ceramic fox on a pale wooden desk, soft morning light, plain cream background, realistic studio photograph."
+    },
+    "actual_positive_text": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA small orange ceramic fox on a pale wooden desk, soft morning light, plain cream background, realistic studio photograph."
+  },
+  "parameters": {
+    "1 UnetLoaderGGUFAdvanced": {
+      "unet_name": "qwen-image-2.1-turbo-Q2_K.gguf",
+      "dequant_dtype": "float32",
+      "patch_dtype": "float32",
+      "patch_on_device": false
+    },
+    "2 CLIPLoader": {
+      "clip_name": "qwen3vl_8b_int8_convrot.safetensors",
+      "type": "qwen_image",
+      "device": "cpu"
+    },
+    "3 TextEncodeQwenImage21": {
+      "negative_prompt": "",
+      "resolution": 512
+    },
+    "4 VAELoader": {
+      "vae_name": "qwen_image_2.1_vae_bf16.safetensors"
+    },
+    "5 QwenImage21Cache": {
+      "device": "off",
+      "dtype": "default"
+    },
+    "6 PFQwenQ2WholeGeneratorSampler": {},
+    "7 VAEDecode": {},
+    "8 SaveImage": {},
+    "9 RandomNoise": {
+      "noise_seed": 43
+    },
+    "10 CFGGuider": {
+      "cfg": 1.0
+    },
+    "11 KSamplerSelect": {
+      "sampler_name": "euler"
+    },
+    "12 ManualSigmas": {
+      "sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"
+    }
+  },
+  "timing": {
+    "factory_trace_seconds": 93.614167,
+    "comfy_server_seconds": 90.96,
+    "stages_seconds": {
+      "node_9_observer_receive_interval": 0.03200000000651926,
+      "node_6_observer_receive_interval": 61.46799999999348,
+      "node_7_observer_receive_interval": 29.219000000040978,
+      "node_8_observer_receive_interval": 0.14100000000325963
+    },
+    "limits": "Native graph, trace and observer stage times have separate boundaries. Instrumentation adds overhead."
+  },
+  "cache": {
+    "cached_nodes": [
+      "1",
+      "10",
+      "11",
+      "12",
+      "2",
+      "3",
+      "4",
+      "5"
+    ],
+    "same_runtime_retained": true,
+    "immediate_warm_claim": false,
+    "encoder_cached": true,
+    "context": {
+      "native_inter_run_gap_seconds": 22.769,
+      "only_seed_changed_from_predecessor": true,
+      "text_changed_from_predecessor": false
+    }
+  },
+  "resources": {
+    "sampled_summary": {
+      "sample_count": 47,
+      "inflight_sample_count": 46,
+      "minimum_ram_available_bytes": 6524329984,
+      "minimum_commit_available_bytes": 13441687552,
+      "minimum_system_drive_free_bytes": 18542247936,
+      "maximum_sampled_device_gpu_used_mib": 4830
+    },
+    "limits": "Device-wide observations include display/other workloads; exact per-process WDDM observations are separate."
+  },
+  "residency": {
+    "logical_verified": true,
+    "registered_parameters_and_buffers_checked": true,
+    "strict_placement_snapshots": 11,
+    "step_callback_count": 8,
+    "callback_boundary": "post_denoiser_pre_euler_update",
+    "physical_dedicated_residency_proven": false,
+    "generator_unloaded_by_wrapper": false,
+    "automatic_partial_or_cpu_fallback": false,
+    "minimum_sampled_driver_free_bytes": 0,
+    "maximum_torch_peak_allocated_bytes": 3502995456,
+    "maximum_torch_peak_reserved_bytes": 4244635648,
+    "actual_wddm_evidence_validated": true,
+    "wddm_whole_graph_coverage_verified": true,
+    "wddm_generator_coverage_verified": true,
+    "wddm_whole_graph_window": {
+      "coverage_failures": [],
+      "duration_seconds": 90.96000003814697,
+      "maximum_observed_gap_seconds": 1.0281319618225098,
+      "sample_count": 92,
+      "maximum_shared_delta_from_idle_bytes": 4194304,
+      "boundary_bracket_coverage_verified": true,
+      "sampling_gap_coverage_verified": true,
+      "median_observed_gap_seconds": 1.012998104095459,
+      "maximum_shared_bytes": 69206016,
+      "maximum_dedicated_bytes": 4331393024,
+      "maximum_dedicated_delta_from_idle_bytes": 4263550976,
+      "coverage_verified": true,
+      "boundary_before_seconds": 0.3693549633026123,
+      "boundary_after_seconds": 0.7598569393157959
+    },
+    "wddm_generator_window": {
+      "coverage_failures": [],
+      "duration_seconds": 61.45852708816528,
+      "maximum_observed_gap_seconds": 1.0233500003814697,
+      "sample_count": 63,
+      "maximum_shared_delta_from_idle_bytes": 4194304,
+      "boundary_bracket_coverage_verified": true,
+      "sampling_gap_coverage_verified": true,
+      "median_observed_gap_seconds": 1.0130280256271362,
+      "maximum_shared_bytes": 69206016,
+      "maximum_dedicated_bytes": 4331393024,
+      "maximum_dedicated_delta_from_idle_bytes": 4263550976,
+      "coverage_verified": true,
+      "boundary_before_seconds": 0.5032908916473389,
+      "boundary_after_seconds": 0.766273021697998
+    },
+    "wddm_query_error_count_total": 3,
+    "wddm_query_errors_in_whole_graph_window": 0,
+    "wddm_query_errors_in_generator_window": 0,
+    "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."
+  },
+  "encoding": {
+    "encoder_cached": true,
+    "token_truncation_verified": false
+  },
+  "verification": {
+    "full_decode": true,
+    "checksum": true,
+    "acknowledged": true,
+    "trace_attachment": true,
+    "native_experiment": true,
+    "native_comparable_Q4_Q8_Q2_experiments": true,
+    "independent_public_copy_decode": true,
+    "visual_review": true,
+    "logical_generator_placement": true,
+    "wddm_evidence_validated": true,
+    "wddm_whole_graph_coverage": true,
+    "wddm_generator_window_coverage": true,
+    "wddm_observation_coverage": true,
+    "physical_dedicated_residency_proven": false
+  },
+  "findings": [
+    "Coherent frontal toy-like fox with a raised tail on the left.",
+    "Orange fox, pale desk, cream backdrop and studio light are present.",
+    "Fine fur grooves and soft-looking tail suggest a toy or animal texture rather than unmistakable ceramic.",
+    "Large dark eyes and small paws create juvenile/cartoon proportions; limbs remain separate.",
+    "No text requested or visible.",
+    "Ceramic identity is ambiguous; proportions are more juvenile and toy-like than the two matched originals."
+  ],
+  "media": [
+    {
+      "path": "media/qwen-turbo-q2-02.png",
+      "mime_type": "image/png",
+      "size_bytes": 278667,
+      "sha256": "97e7660bd40ab579083276c59de0a8ec65ebc05e4008f92bd9a0cb7aa48957a0",
+      "source_sha256": "001ff3b2bbc0bbfffb826c42240e0a1f92c74bacd0f83a16cd1d93a112be0357",
+      "width": 512,
+      "height": 512,
+      "pixel_sha256": "cc4962b6079506dbf4a5dbea5774f0c07ac21776220124967a67bc3db0599d10",
+      "metadata_handling": "PNG re-encoded losslessly without ancillary metadata; decoded pixels unchanged.",
+      "public_copy_full_decode_passed": true,
+      "source_content_preserved": "Decoded pixels byte-identical"
+    }
+  ],
+  "workflow_path": "workflows/qwen-turbo-q2-02.json",
+  "workflow_sha256": "487dfeecd5b3f3fdc3d377586fff0289dd2e0820093554d0881ca64a02fe7634",
+  "source_workflow_canonical_sha256": "50c4f3d9f4c1212909bafbebeba5f15f3262fbe7a687e09d6363c62bc19c6986",
+  "matched_comparison": {
+    "q4_record": "qwen-turbo-02",
+    "q8_record": "qwen-turbo-q8-02",
+    "comparison_path": "qwen-turbo-q4-q8-q2-comparison.json"
+  }
+}
diff --git a/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/records/qwen-turbo-q2-03.json b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/records/qwen-turbo-q2-03.json
new file mode 100644
index 0000000..26ef1f8
--- /dev/null
+++ b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/records/qwen-turbo-q2-03.json
@@ -0,0 +1,204 @@
+{
+  "id": "qwen-turbo-q2-03",
+  "label": "Qwen Image 2.1 Turbo Q2_K · seed 44",
+  "group": "qwen21-turbo-q2-comparison",
+  "kind": "image",
+  "model_id": "qwen-turbo-q2",
+  "model": "unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K",
+  "seed": 44,
+  "status": "succeeded",
+  "accepted_result": true,
+  "prompt": "A turquoise alpine lake beneath snowy mountains at sunrise, a yellow canoe near the shore, crisp natural landscape photograph.",
+  "prompt_details": {
+    "word_count": 19,
+    "complexity": "Short landscape",
+    "conditioning_texts": {
+      "3.prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA turquoise alpine lake beneath snowy mountains at sunrise, a yellow canoe near the shore, crisp natural landscape photograph."
+    },
+    "actual_positive_text": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA turquoise alpine lake beneath snowy mountains at sunrise, a yellow canoe near the shore, crisp natural landscape photograph."
+  },
+  "parameters": {
+    "1 UnetLoaderGGUFAdvanced": {
+      "unet_name": "qwen-image-2.1-turbo-Q2_K.gguf",
+      "dequant_dtype": "float32",
+      "patch_dtype": "float32",
+      "patch_on_device": false
+    },
+    "2 CLIPLoader": {
+      "clip_name": "qwen3vl_8b_int8_convrot.safetensors",
+      "type": "qwen_image",
+      "device": "cpu"
+    },
+    "3 TextEncodeQwenImage21": {
+      "negative_prompt": "",
+      "resolution": 512
+    },
+    "4 VAELoader": {
+      "vae_name": "qwen_image_2.1_vae_bf16.safetensors"
+    },
+    "5 QwenImage21Cache": {
+      "device": "off",
+      "dtype": "default"
+    },
+    "6 PFQwenQ2WholeGeneratorSampler": {},
+    "7 VAEDecode": {},
+    "8 SaveImage": {},
+    "9 RandomNoise": {
+      "noise_seed": 44
+    },
+    "10 CFGGuider": {
+      "cfg": 1.0
+    },
+    "11 KSamplerSelect": {
+      "sampler_name": "euler"
+    },
+    "12 ManualSigmas": {
+      "sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"
+    }
+  },
+  "timing": {
+    "factory_trace_seconds": 190.664548,
+    "comfy_server_seconds": 190.117,
+    "stages_seconds": {
+      "node_3_observer_receive_interval": 99.64100000000326,
+      "node_10_observer_receive_interval": 0.01600000000325963,
+      "node_9_observer_receive_interval": 0,
+      "node_6_observer_receive_interval": 61.73399999999674,
+      "node_7_observer_receive_interval": 28.67200000002049,
+      "node_8_observer_receive_interval": 0.046999999962281436
+    },
+    "limits": "Native graph, trace and observer stage times have separate boundaries. Instrumentation adds overhead."
+  },
+  "cache": {
+    "cached_nodes": [
+      "1",
+      "11",
+      "12",
+      "2",
+      "4",
+      "5"
+    ],
+    "same_runtime_retained": true,
+    "immediate_warm_claim": false,
+    "encoder_cached": false,
+    "context": {
+      "native_inter_run_gap_seconds": 16.31,
+      "only_seed_changed_from_predecessor": false,
+      "text_changed_from_predecessor": true
+    }
+  },
+  "resources": {
+    "sampled_summary": {
+      "sample_count": 94,
+      "inflight_sample_count": 93,
+      "minimum_ram_available_bytes": 6258405376,
+      "minimum_commit_available_bytes": 13511499776,
+      "minimum_system_drive_free_bytes": 18542092288,
+      "maximum_sampled_device_gpu_used_mib": 4830
+    },
+    "limits": "Device-wide observations include display/other workloads; exact per-process WDDM observations are separate."
+  },
+  "residency": {
+    "logical_verified": true,
+    "registered_parameters_and_buffers_checked": true,
+    "strict_placement_snapshots": 11,
+    "step_callback_count": 8,
+    "callback_boundary": "post_denoiser_pre_euler_update",
+    "physical_dedicated_residency_proven": false,
+    "generator_unloaded_by_wrapper": false,
+    "automatic_partial_or_cpu_fallback": false,
+    "minimum_sampled_driver_free_bytes": 0,
+    "maximum_torch_peak_allocated_bytes": 3502995456,
+    "maximum_torch_peak_reserved_bytes": 4244635648,
+    "actual_wddm_evidence_validated": true,
+    "wddm_whole_graph_coverage_verified": true,
+    "wddm_generator_coverage_verified": true,
+    "wddm_whole_graph_window": {
+      "coverage_failures": [],
+      "duration_seconds": 190.11699986457825,
+      "maximum_observed_gap_seconds": 1.0499989986419678,
+      "sample_count": 190,
+      "maximum_shared_delta_from_idle_bytes": 4194304,
+      "boundary_bracket_coverage_verified": true,
+      "sampling_gap_coverage_verified": true,
+      "median_observed_gap_seconds": 1.0127379894256592,
+      "maximum_shared_bytes": 69206016,
+      "maximum_dedicated_bytes": 4331393024,
+      "maximum_dedicated_delta_from_idle_bytes": 4263550976,
+      "coverage_verified": true,
+      "boundary_before_seconds": 0.395313024520874,
+      "boundary_after_seconds": 0.7893590927124023
+    },
+    "wddm_generator_window": {
+      "coverage_failures": [],
+      "duration_seconds": 61.71869611740112,
+      "maximum_observed_gap_seconds": 1.022763967514038,
+      "sample_count": 63,
+      "maximum_shared_delta_from_idle_bytes": 4194304,
+      "boundary_bracket_coverage_verified": true,
+      "sampling_gap_coverage_verified": true,
+      "median_observed_gap_seconds": 1.01322603225708,
+      "maximum_shared_bytes": 69206016,
+      "maximum_dedicated_bytes": 4331393024,
+      "maximum_dedicated_delta_from_idle_bytes": 4263550976,
+      "coverage_verified": true,
+      "boundary_before_seconds": 0.8914289474487305,
+      "boundary_after_seconds": 0.11466193199157715
+    },
+    "wddm_query_error_count_total": 3,
+    "wddm_query_errors_in_whole_graph_window": 0,
+    "wddm_query_errors_in_generator_window": 0,
+    "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."
+  },
+  "encoding": {
+    "encoder_cached": false,
+    "token_truncation_verified": false
+  },
+  "verification": {
+    "full_decode": true,
+    "checksum": true,
+    "acknowledged": true,
+    "trace_attachment": true,
+    "native_experiment": true,
+    "native_comparable_Q4_Q8_Q2_experiments": true,
+    "independent_public_copy_decode": true,
+    "visual_review": true,
+    "logical_generator_placement": true,
+    "wddm_evidence_validated": true,
+    "wddm_whole_graph_coverage": true,
+    "wddm_generator_window_coverage": true,
+    "wddm_observation_coverage": true,
+    "physical_dedicated_residency_proven": false
+  },
+  "findings": [
+    "Recognizable snow-covered mountains above a turquoise lake and dark forest.",
+    "Lake, snowy mountains and yellow boat near shore are present.",
+    "Mountains and foreground are grainy; mountain lighting and silhouette differ substantially from Q4/Q8.",
+    "Yellow boat at the lower left is small, soft and hull-like, without a clearly visible canoe interior.",
+    "No text requested or visible.",
+    "Canoe is indistinct and partly near the frame edge; stippled mountains and soft shoreline reduce photographic detail."
+  ],
+  "media": [
+    {
+      "path": "media/qwen-turbo-q2-03.png",
+      "mime_type": "image/png",
+      "size_bytes": 500057,
+      "sha256": "744b7233b57986a86a14e51e390b2f340475d6b70076b5a3992fa8f3989633ce",
+      "source_sha256": "1ec6561ac84611b8de11bf56bef85bee0888bb4f1a388056fad4a8715371b2b0",
+      "width": 512,
+      "height": 512,
+      "pixel_sha256": "a14b4a59e809ea19212fab34ad7a8f315a96386fe2f18b7a6f41b2baa533f94c",
+      "metadata_handling": "PNG re-encoded losslessly without ancillary metadata; decoded pixels unchanged.",
+      "public_copy_full_decode_passed": true,
+      "source_content_preserved": "Decoded pixels byte-identical"
+    }
+  ],
+  "workflow_path": "workflows/qwen-turbo-q2-03.json",
+  "workflow_sha256": "cde1dc0711197626aeeeb94f2ba4172da71ef7ae0648c20193f824cb66639083",
+  "source_workflow_canonical_sha256": "51259c01e5400f6a4d40602e5903b492eb168850af6be96fdb2479f5d35198e6",
+  "matched_comparison": {
+    "q4_record": "qwen-turbo-03",
+    "q8_record": "qwen-turbo-q8-03",
+    "comparison_path": "qwen-turbo-q4-q8-q2-comparison.json"
+  }
+}
diff --git a/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/records/qwen-turbo-q2-04.json b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/records/qwen-turbo-q2-04.json
new file mode 100644
index 0000000..bf529c8
--- /dev/null
+++ b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/records/qwen-turbo-q2-04.json
@@ -0,0 +1,204 @@
+{
+  "id": "qwen-turbo-q2-04",
+  "label": "Qwen Image 2.1 Turbo Q2_K · seed 45",
+  "group": "qwen21-turbo-q2-comparison",
+  "kind": "image",
+  "model_id": "qwen-turbo-q2",
+  "model": "unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K",
+  "seed": 45,
+  "status": "succeeded",
+  "accepted_result": true,
+  "prompt": "Product photograph of a matte black ceramic teapot with a warm copper handle, resting on dark slate beside two pale linen napkins. Three-quarter view, softbox lighting, crisp material detail, uncluttered background.",
+  "prompt_details": {
+    "word_count": 31,
+    "complexity": "Product materials",
+    "conditioning_texts": {
+      "3.prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nProduct photograph of a matte black ceramic teapot with a warm copper handle, resting on dark slate beside two pale linen napkins. Three-quarter view, softbox lighting, crisp material detail, uncluttered background."
+    },
+    "actual_positive_text": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nProduct photograph of a matte black ceramic teapot with a warm copper handle, resting on dark slate beside two pale linen napkins. Three-quarter view, softbox lighting, crisp material detail, uncluttered background."
+  },
+  "parameters": {
+    "1 UnetLoaderGGUFAdvanced": {
+      "unet_name": "qwen-image-2.1-turbo-Q2_K.gguf",
+      "dequant_dtype": "float32",
+      "patch_dtype": "float32",
+      "patch_on_device": false
+    },
+    "2 CLIPLoader": {
+      "clip_name": "qwen3vl_8b_int8_convrot.safetensors",
+      "type": "qwen_image",
+      "device": "cpu"
+    },
+    "3 TextEncodeQwenImage21": {
+      "negative_prompt": "",
+      "resolution": 512
+    },
+    "4 VAELoader": {
+      "vae_name": "qwen_image_2.1_vae_bf16.safetensors"
+    },
+    "5 QwenImage21Cache": {
+      "device": "off",
+      "dtype": "default"
+    },
+    "6 PFQwenQ2WholeGeneratorSampler": {},
+    "7 VAEDecode": {},
+    "8 SaveImage": {},
+    "9 RandomNoise": {
+      "noise_seed": 45
+    },
+    "10 CFGGuider": {
+      "cfg": 1.0
+    },
+    "11 KSamplerSelect": {
+      "sampler_name": "euler"
+    },
+    "12 ManualSigmas": {
+      "sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"
+    }
+  },
+  "timing": {
+    "factory_trace_seconds": 192.886377,
+    "comfy_server_seconds": 192.086,
+    "stages_seconds": {
+      "node_3_observer_receive_interval": 101.14000000001397,
+      "node_10_observer_receive_interval": 0.01600000000325963,
+      "node_9_observer_receive_interval": 0,
+      "node_6_observer_receive_interval": 62.20299999997951,
+      "node_7_observer_receive_interval": 28.65600000001723,
+      "node_8_observer_receive_interval": 0.06299999996554106
+    },
+    "limits": "Native graph, trace and observer stage times have separate boundaries. Instrumentation adds overhead."
+  },
+  "cache": {
+    "cached_nodes": [
+      "1",
+      "11",
+      "12",
+      "2",
+      "4",
+      "5"
+    ],
+    "same_runtime_retained": true,
+    "immediate_warm_claim": false,
+    "encoder_cached": false,
+    "context": {
+      "native_inter_run_gap_seconds": 14.407,
+      "only_seed_changed_from_predecessor": false,
+      "text_changed_from_predecessor": true
+    }
+  },
+  "resources": {
+    "sampled_summary": {
+      "sample_count": 95,
+      "inflight_sample_count": 94,
+      "minimum_ram_available_bytes": 6501715968,
+      "minimum_commit_available_bytes": 13526708224,
+      "minimum_system_drive_free_bytes": 18541101056,
+      "maximum_sampled_device_gpu_used_mib": 4826
+    },
+    "limits": "Device-wide observations include display/other workloads; exact per-process WDDM observations are separate."
+  },
+  "residency": {
+    "logical_verified": true,
+    "registered_parameters_and_buffers_checked": true,
+    "strict_placement_snapshots": 11,
+    "step_callback_count": 8,
+    "callback_boundary": "post_denoiser_pre_euler_update",
+    "physical_dedicated_residency_proven": false,
+    "generator_unloaded_by_wrapper": false,
+    "automatic_partial_or_cpu_fallback": false,
+    "minimum_sampled_driver_free_bytes": 0,
+    "maximum_torch_peak_allocated_bytes": 3504226304,
+    "maximum_torch_peak_reserved_bytes": 4240441344,
+    "actual_wddm_evidence_validated": true,
+    "wddm_whole_graph_coverage_verified": true,
+    "wddm_generator_coverage_verified": true,
+    "wddm_whole_graph_window": {
+      "coverage_failures": [],
+      "duration_seconds": 192.08599996566772,
+      "maximum_observed_gap_seconds": 1.0542349815368652,
+      "sample_count": 192,
+      "maximum_shared_delta_from_idle_bytes": 4194304,
+      "boundary_bracket_coverage_verified": true,
+      "sampling_gap_coverage_verified": true,
+      "median_observed_gap_seconds": 1.01295804977417,
+      "maximum_shared_bytes": 69206016,
+      "maximum_dedicated_bytes": 4327198720,
+      "maximum_dedicated_delta_from_idle_bytes": 4259356672,
+      "coverage_verified": true,
+      "boundary_before_seconds": 0.4739398956298828,
+      "boundary_after_seconds": 0.7147979736328125
+    },
+    "wddm_generator_window": {
+      "coverage_failures": [],
+      "duration_seconds": 62.171566009521484,
+      "maximum_observed_gap_seconds": 1.023535966873169,
+      "sample_count": 63,
+      "maximum_shared_delta_from_idle_bytes": 4194304,
+      "boundary_bracket_coverage_verified": true,
+      "sampling_gap_coverage_verified": true,
+      "median_observed_gap_seconds": 1.013211965560913,
+      "maximum_shared_bytes": 69206016,
+      "maximum_dedicated_bytes": 4327198720,
+      "maximum_dedicated_delta_from_idle_bytes": 4259356672,
+      "coverage_verified": true,
+      "boundary_before_seconds": 0.4823570251464844,
+      "boundary_after_seconds": 0.08394193649291992
+    },
+    "wddm_query_error_count_total": 3,
+    "wddm_query_errors_in_whole_graph_window": 0,
+    "wddm_query_errors_in_generator_window": 0,
+    "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."
+  },
+  "encoding": {
+    "encoder_cached": false,
+    "token_truncation_verified": false
+  },
+  "verification": {
+    "full_decode": true,
+    "checksum": true,
+    "acknowledged": true,
+    "trace_attachment": true,
+    "native_experiment": true,
+    "native_comparable_Q4_Q8_Q2_experiments": true,
+    "independent_public_copy_decode": true,
+    "visual_review": true,
+    "logical_generator_placement": true,
+    "wddm_evidence_validated": true,
+    "wddm_whole_graph_coverage": true,
+    "wddm_generator_window_coverage": true,
+    "wddm_observation_coverage": true,
+    "physical_dedicated_residency_proven": false
+  },
+  "findings": [
+    "Coherent black teapot product shot with a copper side handle.",
+    "Main requested materials, neutral background and soft lighting are present; two separate linen napkins are not confidently identifiable.",
+    "Matte black body and copper-colored handle are distinct; the dark base looks more like textured fabric/mat than stone.",
+    "Conventional side handle, lid and short spout are coherent; no obvious fusion.",
+    "No text requested or visible.",
+    "Dark slate is not convincing and appears textile-like; two distinct napkins are not clearly countable."
+  ],
+  "media": [
+    {
+      "path": "media/qwen-turbo-q2-04.png",
+      "mime_type": "image/png",
+      "size_bytes": 267845,
+      "sha256": "003b572810983e196e3a33dbc0ddeabd3209007ef220735b694772310bc7bcc9",
+      "source_sha256": "9a4c8e00e94434f3aa9bf500f8481643852f31d304f513e7e465dd3e7f64c974",
+      "width": 512,
+      "height": 512,
+      "pixel_sha256": "8e488b67bdecfcb31861b87ea7962bcbbcd3b4f64a7e08e7f741a6220a24bf8a",
+      "metadata_handling": "PNG re-encoded losslessly without ancillary metadata; decoded pixels unchanged.",
+      "public_copy_full_decode_passed": true,
+      "source_content_preserved": "Decoded pixels byte-identical"
+    }
+  ],
+  "workflow_path": "workflows/qwen-turbo-q2-04.json",
+  "workflow_sha256": "273ec0c456cddb27c473b87d27daad2f6d260350b6494a4f35949f01ec848f45",
+  "source_workflow_canonical_sha256": "e7bbaa898f384996a343acb01ca04f94a5df59628a2a7729f4d3cbc80cc9bf8d",
+  "matched_comparison": {
+    "q4_record": "qwen-turbo-04",
+    "q8_record": "qwen-turbo-q8-04",
+    "comparison_path": "qwen-turbo-q4-q8-q2-comparison.json"
+  }
+}
diff --git a/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/records/qwen-turbo-q2-05.json b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/records/qwen-turbo-q2-05.json
new file mode 100644
index 0000000..76e54e5
--- /dev/null
+++ b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/records/qwen-turbo-q2-05.json
@@ -0,0 +1,204 @@
+{
+  "id": "qwen-turbo-q2-05",
+  "label": "Qwen Image 2.1 Turbo Q2_K · seed 46",
+  "group": "qwen21-turbo-q2-comparison",
+  "kind": "image",
+  "model_id": "qwen-turbo-q2",
+  "model": "unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K",
+  "seed": 46,
+  "status": "succeeded",
+  "accepted_result": true,
+  "prompt": "A cozy neighborhood bakery storefront on a rainy evening. The main sign clearly reads \"MORNING BREAD\" in cream block letters. Warm light glows through the windows, a bicycle leans beside the door, wet paving reflects the orange interior, realistic street photograph.",
+  "prompt_details": {
+    "word_count": 41,
+    "complexity": "Readable sign",
+    "conditioning_texts": {
+      "3.prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA cozy neighborhood bakery storefront on a rainy evening. The main sign clearly reads \"MORNING BREAD\" in cream block letters. Warm light glows through the windows, a bicycle leans beside the door, wet paving reflects the orange interior, realistic street photograph."
+    },
+    "actual_positive_text": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA cozy neighborhood bakery storefront on a rainy evening. The main sign clearly reads \"MORNING BREAD\" in cream block letters. Warm light glows through the windows, a bicycle leans beside the door, wet paving reflects the orange interior, realistic street photograph."
+  },
+  "parameters": {
+    "1 UnetLoaderGGUFAdvanced": {
+      "unet_name": "qwen-image-2.1-turbo-Q2_K.gguf",
+      "dequant_dtype": "float32",
+      "patch_dtype": "float32",
+      "patch_on_device": false
+    },
+    "2 CLIPLoader": {
+      "clip_name": "qwen3vl_8b_int8_convrot.safetensors",
+      "type": "qwen_image",
+      "device": "cpu"
+    },
+    "3 TextEncodeQwenImage21": {
+      "negative_prompt": "",
+      "resolution": 512
+    },
+    "4 VAELoader": {
+      "vae_name": "qwen_image_2.1_vae_bf16.safetensors"
+    },
+    "5 QwenImage21Cache": {
+      "device": "off",
+      "dtype": "default"
+    },
+    "6 PFQwenQ2WholeGeneratorSampler": {},
+    "7 VAEDecode": {},
+    "8 SaveImage": {},
+    "9 RandomNoise": {
+      "noise_seed": 46
+    },
+    "10 CFGGuider": {
+      "cfg": 1.0
+    },
+    "11 KSamplerSelect": {
+      "sampler_name": "euler"
+    },
+    "12 ManualSigmas": {
+      "sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"
+    }
+  },
+  "timing": {
+    "factory_trace_seconds": 192.930979,
+    "comfy_server_seconds": 192.568,
+    "stages_seconds": {
+      "node_3_observer_receive_interval": 101.5,
+      "node_10_observer_receive_interval": 0.015000000013969839,
+      "node_9_observer_receive_interval": 0.01600000000325963,
+      "node_6_observer_receive_interval": 62.375,
+      "node_7_observer_receive_interval": 28.57799999997951,
+      "node_8_observer_receive_interval": 0.061999999976251274
+    },
+    "limits": "Native graph, trace and observer stage times have separate boundaries. Instrumentation adds overhead."
+  },
+  "cache": {
+    "cached_nodes": [
+      "1",
+      "11",
+      "12",
+      "2",
+      "4",
+      "5"
+    ],
+    "same_runtime_retained": true,
+    "immediate_warm_claim": false,
+    "encoder_cached": false,
+    "context": {
+      "native_inter_run_gap_seconds": 23.027,
+      "only_seed_changed_from_predecessor": false,
+      "text_changed_from_predecessor": true
+    }
+  },
+  "resources": {
+    "sampled_summary": {
+      "sample_count": 95,
+      "inflight_sample_count": 94,
+      "minimum_ram_available_bytes": 6338473984,
+      "minimum_commit_available_bytes": 13460717568,
+      "minimum_system_drive_free_bytes": 18527576064,
+      "maximum_sampled_device_gpu_used_mib": 4826
+    },
+    "limits": "Device-wide observations include display/other workloads; exact per-process WDDM observations are separate."
+  },
+  "residency": {
+    "logical_verified": true,
+    "registered_parameters_and_buffers_checked": true,
+    "strict_placement_snapshots": 11,
+    "step_callback_count": 8,
+    "callback_boundary": "post_denoiser_pre_euler_update",
+    "physical_dedicated_residency_proven": false,
+    "generator_unloaded_by_wrapper": false,
+    "automatic_partial_or_cpu_fallback": false,
+    "minimum_sampled_driver_free_bytes": 0,
+    "maximum_torch_peak_allocated_bytes": 3505619968,
+    "maximum_torch_peak_reserved_bytes": 4240441344,
+    "actual_wddm_evidence_validated": true,
+    "wddm_whole_graph_coverage_verified": true,
+    "wddm_generator_coverage_verified": true,
+    "wddm_whole_graph_window": {
+      "coverage_failures": [],
+      "duration_seconds": 192.56799983978271,
+      "maximum_observed_gap_seconds": 1.0399060249328613,
+      "sample_count": 192,
+      "maximum_shared_delta_from_idle_bytes": 4194304,
+      "boundary_bracket_coverage_verified": true,
+      "sampling_gap_coverage_verified": true,
+      "median_observed_gap_seconds": 1.0115599632263184,
+      "maximum_shared_bytes": 69206016,
+      "maximum_dedicated_bytes": 4327198720,
+      "maximum_dedicated_delta_from_idle_bytes": 4259356672,
+      "coverage_verified": true,
+      "boundary_before_seconds": 0.07513117790222168,
+      "boundary_after_seconds": 0.6024279594421387
+    },
+    "wddm_generator_window": {
+      "coverage_failures": [],
+      "duration_seconds": 62.35402488708496,
+      "maximum_observed_gap_seconds": 1.0207829475402832,
+      "sample_count": 64,
+      "maximum_shared_delta_from_idle_bytes": 4194304,
+      "boundary_bracket_coverage_verified": true,
+      "sampling_gap_coverage_verified": true,
+      "median_observed_gap_seconds": 1.012315034866333,
+      "maximum_shared_bytes": 69206016,
+      "maximum_dedicated_bytes": 4327198720,
+      "maximum_dedicated_delta_from_idle_bytes": 4259356672,
+      "coverage_verified": true,
+      "boundary_before_seconds": 0.45925211906433105,
+      "boundary_after_seconds": 0.9056990146636963
+    },
+    "wddm_query_error_count_total": 3,
+    "wddm_query_errors_in_whole_graph_window": 0,
+    "wddm_query_errors_in_generator_window": 0,
+    "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."
+  },
+  "encoding": {
+    "encoder_cached": false,
+    "token_truncation_verified": false
+  },
+  "verification": {
+    "full_decode": true,
+    "checksum": true,
+    "acknowledged": true,
+    "trace_attachment": true,
+    "native_experiment": true,
+    "native_comparable_Q4_Q8_Q2_experiments": true,
+    "independent_public_copy_decode": true,
+    "visual_review": true,
+    "logical_generator_placement": true,
+    "wddm_evidence_validated": true,
+    "wddm_whole_graph_coverage": true,
+    "wddm_generator_window_coverage": true,
+    "wddm_observation_coverage": true,
+    "physical_dedicated_residency_proven": false
+  },
+  "findings": [
+    "Recognizable warmly lit bakery on a wet evening with a slightly angled view.",
+    "Requested storefront, bicycle, warm reflections and exact sign are present.",
+    "Warm glass and wet paving are visible, with softer low-contrast detail and grain in the facade.",
+    "Door/window geometry is generally coherent; bicycle frame and wheels are hard to separate in the dark right corner.",
+    "MORNING BREAD is clearly readable and correctly spelled.",
+    "Bicycle details merge into dark overlapping curves; facade/door detail is softer than the matched originals."
+  ],
+  "media": [
+    {
+      "path": "media/qwen-turbo-q2-05.png",
+      "mime_type": "image/png",
+      "size_bytes": 426742,
+      "sha256": "b4c0eb114173be80b501ebd5f7d952c637a7cea88a2470c2f975e94b774b1038",
+      "source_sha256": "6df09a9db58b9e8f024e1ade12ce471eae0d1532d70cf69a226d7b34598e2480",
+      "width": 512,
+      "height": 512,
+      "pixel_sha256": "3af43f1640e218ec7223d4c46a7557eb91323e97dd81c7c3ca7c9e1acc7565bd",
+      "metadata_handling": "PNG re-encoded losslessly without ancillary metadata; decoded pixels unchanged.",
+      "public_copy_full_decode_passed": true,
+      "source_content_preserved": "Decoded pixels byte-identical"
+    }
+  ],
+  "workflow_path": "workflows/qwen-turbo-q2-05.json",
+  "workflow_sha256": "f6ab7dc8be4e477ac43839e5bdde652abf7bced00aa38bfb9c4ce3446a8f67f7",
+  "source_workflow_canonical_sha256": "158fae6208fb36dbb6e1b3997d5a544f43246c3a93716e5c4e06825c880be32f",
+  "matched_comparison": {
+    "q4_record": "qwen-turbo-05",
+    "q8_record": "qwen-turbo-q8-05",
+    "comparison_path": "qwen-turbo-q4-q8-q2-comparison.json"
+  }
+}
diff --git a/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/records/qwen-turbo-q2-06.json b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/records/qwen-turbo-q2-06.json
new file mode 100644
index 0000000..6674647
--- /dev/null
+++ b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/records/qwen-turbo-q2-06.json
@@ -0,0 +1,206 @@
+{
+  "id": "qwen-turbo-q2-06",
+  "label": "Qwen Image 2.1 Turbo Q2_K · seed 47",
+  "group": "qwen21-turbo-q2-comparison",
+  "kind": "image",
+  "model_id": "qwen-turbo-q2",
+  "model": "unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K",
+  "seed": 47,
+  "status": "succeeded",
+  "accepted_result": true,
+  "prompt": "A bright Victorian glass greenhouse filled with lush ferns, hanging orchids and terracotta pots. A narrow brick path curves from the bottom left toward an open green door at the far end. Morning sunlight makes geometric shadows through the iron window frames. Include a single brass watering can beside the path and misty trees beyond the glass. Architectural photograph, balanced natural colors, no people or text.",
+  "prompt_details": {
+    "word_count": 66,
+    "complexity": "Botanical architecture",
+    "conditioning_texts": {
+      "3.prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA bright Victorian glass greenhouse filled with lush ferns, hanging orchids and terracotta pots. A narrow brick path curves from the bottom left toward an open green door at the far end. Morning sunlight makes geometric shadows through the iron window frames. Include a single brass watering can beside the path and misty trees beyond the glass. Architectural photograph, balanced natural colors, no people or text."
+    },
+    "actual_positive_text": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA bright Victorian glass greenhouse filled with lush ferns, hanging orchids and terracotta pots. A narrow brick path curves from the bottom left toward an open green door at the far end. Morning sunlight makes geometric shadows through the iron window frames. Include a single brass watering can beside the path and misty trees beyond the glass. Architectural photograph, balanced natural colors, no people or text."
+  },
+  "parameters": {
+    "1 UnetLoaderGGUFAdvanced": {
+      "unet_name": "qwen-image-2.1-turbo-Q2_K.gguf",
+      "dequant_dtype": "float32",
+      "patch_dtype": "float32",
+      "patch_on_device": false
+    },
+    "2 CLIPLoader": {
+      "clip_name": "qwen3vl_8b_int8_convrot.safetensors",
+      "type": "qwen_image",
+      "device": "cpu"
+    },
+    "3 TextEncodeQwenImage21": {
+      "negative_prompt": "",
+      "resolution": 512
+    },
+    "4 VAELoader": {
+      "vae_name": "qwen_image_2.1_vae_bf16.safetensors"
+    },
+    "5 QwenImage21Cache": {
+      "device": "off",
+      "dtype": "default"
+    },
+    "6 PFQwenQ2WholeGeneratorSampler": {},
+    "7 VAEDecode": {},
+    "8 SaveImage": {},
+    "9 RandomNoise": {
+      "noise_seed": 47
+    },
+    "10 CFGGuider": {
+      "cfg": 1.0
+    },
+    "11 KSamplerSelect": {
+      "sampler_name": "euler"
+    },
+    "12 ManualSigmas": {
+      "sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"
+    }
+  },
+  "timing": {
+    "factory_trace_seconds": 198.930336,
+    "comfy_server_seconds": 196.334,
+    "stages_seconds": {
+      "node_3_observer_receive_interval": 104.64100000000326,
+      "node_10_observer_receive_interval": 0.031000000017229468,
+      "node_9_observer_receive_interval": 0.01600000000325963,
+      "node_6_observer_receive_interval": 62.51500000001397,
+      "node_7_observer_receive_interval": 29.04700000002049,
+      "node_8_observer_receive_interval": 0.09399999992456287
+    },
+    "limits": "Native graph, trace and observer stage times have separate boundaries. Instrumentation adds overhead."
+  },
+  "cache": {
+    "cached_nodes": [
+      "1",
+      "11",
+      "12",
+      "2",
+      "4",
+      "5"
+    ],
+    "same_runtime_retained": true,
+    "immediate_warm_claim": false,
+    "encoder_cached": false,
+    "context": {
+      "native_inter_run_gap_seconds": 14.767,
+      "only_seed_changed_from_predecessor": false,
+      "text_changed_from_predecessor": true
+    }
+  },
+  "resources": {
+    "sampled_summary": {
+      "sample_count": 98,
+      "inflight_sample_count": 97,
+      "minimum_ram_available_bytes": 6357422080,
+      "minimum_commit_available_bytes": 13414871040,
+      "minimum_system_drive_free_bytes": 18539483136,
+      "maximum_sampled_device_gpu_used_mib": 4826
+    },
+    "limits": "Device-wide observations include display/other workloads; exact per-process WDDM observations are separate."
+  },
+  "residency": {
+    "logical_verified": true,
+    "registered_parameters_and_buffers_checked": true,
+    "strict_placement_snapshots": 11,
+    "step_callback_count": 8,
+    "callback_boundary": "post_denoiser_pre_euler_update",
+    "physical_dedicated_residency_proven": false,
+    "generator_unloaded_by_wrapper": false,
+    "automatic_partial_or_cpu_fallback": false,
+    "minimum_sampled_driver_free_bytes": 0,
+    "maximum_torch_peak_allocated_bytes": 3506624512,
+    "maximum_torch_peak_reserved_bytes": 4240441344,
+    "actual_wddm_evidence_validated": true,
+    "wddm_whole_graph_coverage_verified": false,
+    "wddm_generator_coverage_verified": true,
+    "wddm_whole_graph_window": {
+      "coverage_failures": [
+        "Actual successful-sample gap exceeds3s"
+      ],
+      "duration_seconds": 196.33400011062622,
+      "maximum_observed_gap_seconds": 6.406083106994629,
+      "sample_count": 192,
+      "maximum_shared_delta_from_idle_bytes": 4194304,
+      "boundary_bracket_coverage_verified": true,
+      "sampling_gap_coverage_verified": false,
+      "median_observed_gap_seconds": 1.0125939846038818,
+      "maximum_shared_bytes": 69206016,
+      "maximum_dedicated_bytes": 4327198720,
+      "maximum_dedicated_delta_from_idle_bytes": 4259356672,
+      "coverage_verified": false,
+      "boundary_before_seconds": 1.0201048851013184,
+      "boundary_after_seconds": 0.8647909164428711
+    },
+    "wddm_generator_window": {
+      "coverage_failures": [],
+      "duration_seconds": 62.48014998435974,
+      "maximum_observed_gap_seconds": 1.0224559307098389,
+      "sample_count": 64,
+      "maximum_shared_delta_from_idle_bytes": 4194304,
+      "boundary_bracket_coverage_verified": true,
+      "sampling_gap_coverage_verified": true,
+      "median_observed_gap_seconds": 1.0138788223266602,
+      "maximum_shared_bytes": 69206016,
+      "maximum_dedicated_bytes": 4327198720,
+      "maximum_dedicated_delta_from_idle_bytes": 4259356672,
+      "coverage_verified": true,
+      "boundary_before_seconds": 0.47749900817871094,
+      "boundary_after_seconds": 0.7270112037658691
+    },
+    "wddm_query_error_count_total": 3,
+    "wddm_query_errors_in_whole_graph_window": 1,
+    "wddm_query_errors_in_generator_window": 0,
+    "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."
+  },
+  "encoding": {
+    "encoder_cached": false,
+    "token_truncation_verified": false
+  },
+  "verification": {
+    "full_decode": true,
+    "checksum": true,
+    "acknowledged": true,
+    "trace_attachment": true,
+    "native_experiment": true,
+    "native_comparable_Q4_Q8_Q2_experiments": true,
+    "independent_public_copy_decode": true,
+    "visual_review": true,
+    "logical_generator_placement": true,
+    "wddm_evidence_validated": true,
+    "wddm_whole_graph_coverage": false,
+    "wddm_generator_window_coverage": true,
+    "wddm_observation_coverage": false,
+    "physical_dedicated_residency_proven": false
+  },
+  "findings": [
+    "Coherent sunlit greenhouse with benches, lush ferns, hanging pots and an open door.",
+    "Matches glasshouse, pots, plants and a narrow path; pronounced diagonal shadows are present. Hanging orchids are not clearly identifiable, and the brass object reads more as a bucket than a watering can.",
+    "Glass/iron and terracotta are distinguishable; foliage and window edges have conspicuous fine stippling.",
+    "Door and roof perspective remain recognizable; thin frame lines are sometimes wavy/doubled, path is mostly straight and a watering-can spout is not visible.",
+    "No text requested or visible.",
+    "Brass watering can is bucket-like without a visible spout; orchid blossoms are not resolved; window/plant edges are grainy."
+  ],
+  "media": [
+    {
+      "path": "media/qwen-turbo-q2-06.png",
+      "mime_type": "image/png",
+      "size_bytes": 675033,
+      "sha256": "40a896dce00a40bae66e1c0ba0c98acba66813cadb5696b49baf368ee8bae914",
+      "source_sha256": "6579e3174710dc2d8fbc0f67001467f028769066646309ebf538abd9e3d03fdc",
+      "width": 512,
+      "height": 512,
+      "pixel_sha256": "a7a39b3c95e1c6bb6163fa4a92d3ca5b159f5b27e1e1610299187818b38d01d5",
+      "metadata_handling": "PNG re-encoded losslessly without ancillary metadata; decoded pixels unchanged.",
+      "public_copy_full_decode_passed": true,
+      "source_content_preserved": "Decoded pixels byte-identical"
+    }
+  ],
+  "workflow_path": "workflows/qwen-turbo-q2-06.json",
+  "workflow_sha256": "2135946441bc0ca1dade80acf42ed8608a5f54ffe4b6084fe0a68b4aa3859449",
+  "source_workflow_canonical_sha256": "fe79dee0b56b629743bcd56c7466dc0ca43301658f3d6b213266706f1fa1b8c8",
+  "matched_comparison": {
+    "q4_record": "qwen-turbo-06",
+    "q8_record": "qwen-turbo-q8-06",
+    "comparison_path": "qwen-turbo-q4-q8-q2-comparison.json"
+  }
+}
diff --git a/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/records/qwen-turbo-q2-07.json b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/records/qwen-turbo-q2-07.json
new file mode 100644
index 0000000..9208be7
--- /dev/null
+++ b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/records/qwen-turbo-q2-07.json
@@ -0,0 +1,204 @@
+{
+  "id": "qwen-turbo-q2-07",
+  "label": "Qwen Image 2.1 Turbo Q2_K · seed 48",
+  "group": "qwen21-turbo-q2-comparison",
+  "kind": "image",
+  "model_id": "qwen-turbo-q2",
+  "model": "unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K",
+  "seed": 48,
+  "status": "succeeded",
+  "accepted_result": true,
+  "prompt": "An editorial portrait of an adult female ceramic artist in her forties working in a sunlit pottery studio. She wears a blue linen apron over a cream shirt and calmly holds a small unfinished bowl in both hands, fingers naturally curled around the rim. Her face is clear and expressive, with a few silver strands in dark curly hair. Shelves of glazed pottery remain softly out of focus behind her. Frame from the waist upward, eye-level camera, gentle window light from the left, documentary realism.",
+  "prompt_details": {
+    "word_count": 85,
+    "complexity": "Portrait / hands",
+    "conditioning_texts": {
+      "3.prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nAn editorial portrait of an adult female ceramic artist in her forties working in a sunlit pottery studio. She wears a blue linen apron over a cream shirt and calmly holds a small unfinished bowl in both hands, fingers naturally curled around the rim. Her face is clear and expressive, with a few silver strands in dark curly hair. Shelves of glazed pottery remain softly out of focus behind her. Frame from the waist upward, eye-level camera, gentle window light from the left, documentary realism."
+    },
+    "actual_positive_text": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nAn editorial portrait of an adult female ceramic artist in her forties working in a sunlit pottery studio. She wears a blue linen apron over a cream shirt and calmly holds a small unfinished bowl in both hands, fingers naturally curled around the rim. Her face is clear and expressive, with a few silver strands in dark curly hair. Shelves of glazed pottery remain softly out of focus behind her. Frame from the waist upward, eye-level camera, gentle window light from the left, documentary realism."
+  },
+  "parameters": {
+    "1 UnetLoaderGGUFAdvanced": {
+      "unet_name": "qwen-image-2.1-turbo-Q2_K.gguf",
+      "dequant_dtype": "float32",
+      "patch_dtype": "float32",
+      "patch_on_device": false
+    },
+    "2 CLIPLoader": {
+      "clip_name": "qwen3vl_8b_int8_convrot.safetensors",
+      "type": "qwen_image",
+      "device": "cpu"
+    },
+    "3 TextEncodeQwenImage21": {
+      "negative_prompt": "",
+      "resolution": 512
+    },
+    "4 VAELoader": {
+      "vae_name": "qwen_image_2.1_vae_bf16.safetensors"
+    },
+    "5 QwenImage21Cache": {
+      "device": "off",
+      "dtype": "default"
+    },
+    "6 PFQwenQ2WholeGeneratorSampler": {},
+    "7 VAEDecode": {},
+    "8 SaveImage": {},
+    "9 RandomNoise": {
+      "noise_seed": 48
+    },
+    "10 CFGGuider": {
+      "cfg": 1.0
+    },
+    "11 KSamplerSelect": {
+      "sampler_name": "euler"
+    },
+    "12 ManualSigmas": {
+      "sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"
+    }
+  },
+  "timing": {
+    "factory_trace_seconds": 198.942577,
+    "comfy_server_seconds": 196.532,
+    "stages_seconds": {
+      "node_3_observer_receive_interval": 105.09400000004098,
+      "node_10_observer_receive_interval": 0.015000000013969839,
+      "node_9_observer_receive_interval": 0.015999999945051968,
+      "node_6_observer_receive_interval": 62.81200000003446,
+      "node_7_observer_receive_interval": 28.5,
+      "node_8_observer_receive_interval": 0.0779999999795109
+    },
+    "limits": "Native graph, trace and observer stage times have separate boundaries. Instrumentation adds overhead."
+  },
+  "cache": {
+    "cached_nodes": [
+      "1",
+      "11",
+      "12",
+      "2",
+      "4",
+      "5"
+    ],
+    "same_runtime_retained": true,
+    "immediate_warm_claim": false,
+    "encoder_cached": false,
+    "context": {
+      "native_inter_run_gap_seconds": 23.127,
+      "only_seed_changed_from_predecessor": false,
+      "text_changed_from_predecessor": true
+    }
+  },
+  "resources": {
+    "sampled_summary": {
+      "sample_count": 98,
+      "inflight_sample_count": 97,
+      "minimum_ram_available_bytes": 6449410048,
+      "minimum_commit_available_bytes": 13428981760,
+      "minimum_system_drive_free_bytes": 18539282432,
+      "maximum_sampled_device_gpu_used_mib": 4826
+    },
+    "limits": "Device-wide observations include display/other workloads; exact per-process WDDM observations are separate."
+  },
+  "residency": {
+    "logical_verified": true,
+    "registered_parameters_and_buffers_checked": true,
+    "strict_placement_snapshots": 11,
+    "step_callback_count": 8,
+    "callback_boundary": "post_denoiser_pre_euler_update",
+    "physical_dedicated_residency_proven": false,
+    "generator_unloaded_by_wrapper": false,
+    "automatic_partial_or_cpu_fallback": false,
+    "minimum_sampled_driver_free_bytes": 0,
+    "maximum_torch_peak_allocated_bytes": 3508611072,
+    "maximum_torch_peak_reserved_bytes": 4240441344,
+    "actual_wddm_evidence_validated": true,
+    "wddm_whole_graph_coverage_verified": true,
+    "wddm_generator_coverage_verified": true,
+    "wddm_whole_graph_window": {
+      "coverage_failures": [],
+      "duration_seconds": 196.53199982643127,
+      "maximum_observed_gap_seconds": 1.0469169616699219,
+      "sample_count": 197,
+      "maximum_shared_delta_from_idle_bytes": 4194304,
+      "boundary_bracket_coverage_verified": true,
+      "sampling_gap_coverage_verified": true,
+      "median_observed_gap_seconds": 1.0124080181121826,
+      "maximum_shared_bytes": 69206016,
+      "maximum_dedicated_bytes": 4327198720,
+      "maximum_dedicated_delta_from_idle_bytes": 4259356672,
+      "coverage_verified": true,
+      "boundary_before_seconds": 1.0112590789794922,
+      "boundary_after_seconds": 0.7042651176452637
+    },
+    "wddm_generator_window": {
+      "coverage_failures": [],
+      "duration_seconds": 62.79995894432068,
+      "maximum_observed_gap_seconds": 1.029505968093872,
+      "sample_count": 64,
+      "maximum_shared_delta_from_idle_bytes": 4194304,
+      "boundary_bracket_coverage_verified": true,
+      "sampling_gap_coverage_verified": true,
+      "median_observed_gap_seconds": 1.0130598545074463,
+      "maximum_shared_bytes": 69206016,
+      "maximum_dedicated_bytes": 4327198720,
+      "maximum_dedicated_delta_from_idle_bytes": 4259356672,
+      "coverage_verified": true,
+      "boundary_before_seconds": 0.010010004043579102,
+      "boundary_after_seconds": 0.9628779888153076
+    },
+    "wddm_query_error_count_total": 3,
+    "wddm_query_errors_in_whole_graph_window": 0,
+    "wddm_query_errors_in_generator_window": 0,
+    "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."
+  },
+  "encoding": {
+    "encoder_cached": false,
+    "token_truncation_verified": false
+  },
+  "verification": {
+    "full_decode": true,
+    "checksum": true,
+    "acknowledged": true,
+    "trace_attachment": true,
+    "native_experiment": true,
+    "native_comparable_Q4_Q8_Q2_experiments": true,
+    "independent_public_copy_decode": true,
+    "visual_review": true,
+    "logical_generator_placement": true,
+    "wddm_evidence_validated": true,
+    "wddm_whole_graph_coverage": true,
+    "wddm_generator_window_coverage": true,
+    "wddm_observation_coverage": true,
+    "physical_dedicated_residency_proven": false
+  },
+  "findings": [
+    "Recognizable adult artist holding a ceramic bowl in a pottery studio.",
+    "Blue apron, cream shirt, curly dark hair, bowl and softly blurred pottery shelves match; silver strands and precise rim grip are not distinct.",
+    "Face, linen and ceramic remain separable, but skin/hair and hands are softer than the two matched originals.",
+    "The bowl is supported partly underneath; fingers and hand edges blend together, and small facial/eye details are smeared.",
+    "No text requested or visible.",
+    "Finger separation is weak, especially under the bowl; facial/eye detail is soft; the requested silver strands and rim grip are not clearly shown."
+  ],
+  "media": [
+    {
+      "path": "media/qwen-turbo-q2-07.png",
+      "mime_type": "image/png",
+      "size_bytes": 419399,
+      "sha256": "bc0c5eecd40aced92a3944789a8a53d98ad99e4b0c8d442bbc74369d244ee92a",
+      "source_sha256": "791d4c49d4da135b6af93c0b8ef255fb6c52f59357da1a5e75b2ebc5bd40e103",
+      "width": 512,
+      "height": 512,
+      "pixel_sha256": "5fd4fd0fe5f6aef34f48f9e650f5d98d1d12ac40a76948d2626780dbbc239190",
+      "metadata_handling": "PNG re-encoded losslessly without ancillary metadata; decoded pixels unchanged.",
+      "public_copy_full_decode_passed": true,
+      "source_content_preserved": "Decoded pixels byte-identical"
+    }
+  ],
+  "workflow_path": "workflows/qwen-turbo-q2-07.json",
+  "workflow_sha256": "4182f185c77beecf9f24d5f8a3f5e111a0c2efaa16ea6926410455773859c6eb",
+  "source_workflow_canonical_sha256": "bb2093c212a8aa1c2b9a619dba901657ca66660bd1b5dd8482c06fc545b0e0e1",
+  "matched_comparison": {
+    "q4_record": "qwen-turbo-07",
+    "q8_record": "qwen-turbo-q8-07",
+    "comparison_path": "qwen-turbo-q4-q8-q2-comparison.json"
+  }
+}
diff --git a/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/records/qwen-turbo-q2-08.json b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/records/qwen-turbo-q2-08.json
new file mode 100644
index 0000000..0c7fc17
--- /dev/null
+++ b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/records/qwen-turbo-q2-08.json
@@ -0,0 +1,205 @@
+{
+  "id": "qwen-turbo-q2-08",
+  "label": "Qwen Image 2.1 Turbo Q2_K · seed 49",
+  "group": "qwen21-turbo-q2-comparison",
+  "kind": "image",
+  "model_id": "qwen-turbo-q2",
+  "model": "unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K",
+  "seed": 49,
+  "status": "succeeded",
+  "accepted_result": true,
+  "prompt": "A charming small brass robot with a round glass head stands on a wooden step stool inside an enormous old library, carefully returning a red book to a high shelf. The robot has two articulated arms and three visible fingers on each hand. A tiny blue mechanical bird perches on its shoulder. Bookshelves curve toward a domed ceiling painted with constellations; the far aisle is illuminated by warm amber lamps. Render as a detailed hand-painted storybook illustration with teal shadows, golden highlights and a clear focal point. Keep the robot, stool and book visibly separate, with no extra limbs, no captions and no written lettering.",
+  "prompt_details": {
+    "word_count": 105,
+    "complexity": "Stylized story scene",
+    "conditioning_texts": {
+      "3.prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA charming small brass robot with a round glass head stands on a wooden step stool inside an enormous old library, carefully returning a red book to a high shelf. The robot has two articulated arms and three visible fingers on each hand. A tiny blue mechanical bird perches on its shoulder. Bookshelves curve toward a domed ceiling painted with constellations; the far aisle is illuminated by warm amber lamps. Render as a detailed hand-painted storybook illustration with teal shadows, golden highlights and a clear focal point. Keep the robot, stool and book visibly separate, with no extra limbs, no captions and no written lettering."
+    },
+    "actual_positive_text": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA charming small brass robot with a round glass head stands on a wooden step stool inside an enormous old library, carefully returning a red book to a high shelf. The robot has two articulated arms and three visible fingers on each hand. A tiny blue mechanical bird perches on its shoulder. Bookshelves curve toward a domed ceiling painted with constellations; the far aisle is illuminated by warm amber lamps. Render as a detailed hand-painted storybook illustration with teal shadows, golden highlights and a clear focal point. Keep the robot, stool and book visibly separate, with no extra limbs, no captions and no written lettering."
+  },
+  "parameters": {
+    "1 UnetLoaderGGUFAdvanced": {
+      "unet_name": "qwen-image-2.1-turbo-Q2_K.gguf",
+      "dequant_dtype": "float32",
+      "patch_dtype": "float32",
+      "patch_on_device": false
+    },
+    "2 CLIPLoader": {
+      "clip_name": "qwen3vl_8b_int8_convrot.safetensors",
+      "type": "qwen_image",
+      "device": "cpu"
+    },
+    "3 TextEncodeQwenImage21": {
+      "negative_prompt": "",
+      "resolution": 512
+    },
+    "4 VAELoader": {
+      "vae_name": "qwen_image_2.1_vae_bf16.safetensors"
+    },
+    "5 QwenImage21Cache": {
+      "device": "off",
+      "dtype": "default"
+    },
+    "6 PFQwenQ2WholeGeneratorSampler": {},
+    "7 VAEDecode": {},
+    "8 SaveImage": {},
+    "9 RandomNoise": {
+      "noise_seed": 49
+    },
+    "10 CFGGuider": {
+      "cfg": 1.0
+    },
+    "11 KSamplerSelect": {
+      "sampler_name": "euler"
+    },
+    "12 ManualSigmas": {
+      "sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"
+    }
+  },
+  "timing": {
+    "factory_trace_seconds": 201.828697,
+    "comfy_server_seconds": 200.972,
+    "stages_seconds": {
+      "node_3_observer_receive_interval": 105.82799999997951,
+      "node_10_observer_receive_interval": 0,
+      "node_9_observer_receive_interval": 0.015000000013969839,
+      "node_6_observer_receive_interval": 66.25,
+      "node_7_observer_receive_interval": 28.78200000000652,
+      "node_8_observer_receive_interval": 0.0779999999795109
+    },
+    "limits": "Native graph, trace and observer stage times have separate boundaries. Instrumentation adds overhead."
+  },
+  "cache": {
+    "cached_nodes": [
+      "1",
+      "11",
+      "12",
+      "2",
+      "4",
+      "5"
+    ],
+    "same_runtime_retained": true,
+    "immediate_warm_claim": false,
+    "encoder_cached": false,
+    "context": {
+      "native_inter_run_gap_seconds": 27.689,
+      "only_seed_changed_from_predecessor": false,
+      "text_changed_from_predecessor": true
+    }
+  },
+  "resources": {
+    "sampled_summary": {
+      "sample_count": 99,
+      "inflight_sample_count": 98,
+      "minimum_ram_available_bytes": 6506614784,
+      "minimum_commit_available_bytes": 13419515904,
+      "minimum_system_drive_free_bytes": 18554941440,
+      "maximum_sampled_device_gpu_used_mib": 4824
+    },
+    "limits": "Device-wide observations include display/other workloads; exact per-process WDDM observations are separate."
+  },
+  "residency": {
+    "logical_verified": true,
+    "registered_parameters_and_buffers_checked": true,
+    "strict_placement_snapshots": 11,
+    "step_callback_count": 8,
+    "callback_boundary": "post_denoiser_pre_euler_update",
+    "physical_dedicated_residency_proven": false,
+    "generator_unloaded_by_wrapper": false,
+    "automatic_partial_or_cpu_fallback": false,
+    "minimum_sampled_driver_free_bytes": 0,
+    "maximum_torch_peak_allocated_bytes": 3510944768,
+    "maximum_torch_peak_reserved_bytes": 4238344192,
+    "actual_wddm_evidence_validated": true,
+    "wddm_whole_graph_coverage_verified": true,
+    "wddm_generator_coverage_verified": true,
+    "wddm_whole_graph_window": {
+      "coverage_failures": [],
+      "duration_seconds": 200.97199988365173,
+      "maximum_observed_gap_seconds": 1.0361950397491455,
+      "sample_count": 201,
+      "maximum_shared_delta_from_idle_bytes": 4194304,
+      "boundary_bracket_coverage_verified": true,
+      "sampling_gap_coverage_verified": true,
+      "median_observed_gap_seconds": 1.0128964185714722,
+      "maximum_shared_bytes": 69206016,
+      "maximum_dedicated_bytes": 4325101568,
+      "maximum_dedicated_delta_from_idle_bytes": 4257259520,
+      "coverage_verified": true,
+      "boundary_before_seconds": 0.6795389652252197,
+      "boundary_after_seconds": 0.8231890201568604
+    },
+    "wddm_generator_window": {
+      "coverage_failures": [],
+      "duration_seconds": 66.23333787918091,
+      "maximum_observed_gap_seconds": 1.0228350162506104,
+      "sample_count": 67,
+      "maximum_shared_delta_from_idle_bytes": 4194304,
+      "boundary_bracket_coverage_verified": true,
+      "sampling_gap_coverage_verified": true,
+      "median_observed_gap_seconds": 1.0129034519195557,
+      "maximum_shared_bytes": 69206016,
+      "maximum_dedicated_bytes": 4325101568,
+      "maximum_dedicated_delta_from_idle_bytes": 4257259520,
+      "coverage_verified": true,
+      "boundary_before_seconds": 0.1861891746520996,
+      "boundary_after_seconds": 0.3822910785675049
+    },
+    "wddm_query_error_count_total": 3,
+    "wddm_query_errors_in_whole_graph_window": 0,
+    "wddm_query_errors_in_generator_window": 0,
+    "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."
+  },
+  "encoding": {
+    "encoder_cached": false,
+    "token_truncation_verified": false
+  },
+  "verification": {
+    "full_decode": true,
+    "checksum": true,
+    "acknowledged": true,
+    "trace_attachment": true,
+    "native_experiment": true,
+    "native_comparable_Q4_Q8_Q2_experiments": true,
+    "independent_public_copy_decode": true,
+    "visual_review": true,
+    "logical_generator_placement": true,
+    "wddm_evidence_validated": true,
+    "wddm_whole_graph_coverage": true,
+    "wddm_generator_window_coverage": true,
+    "wddm_observation_coverage": true,
+    "physical_dedicated_residency_proven": false
+  },
+  "findings": [
+    "Readable brass robot in a tall old illustrated library, reaching toward a red book above a wooden stool.",
+    "Brass body, round glass-fronted head, red book, blue shoulder detail, stool and warm lamps are present. A distinct blue bird and ceiling constellations are not confidently resolved.",
+    "Brass, glass and wood are visually distinct in an etched/painterly style with strong line texture.",
+    "Arms are recognizable, but exact three-finger counts are unclear. Feet are not clearly visible on the stool; the lower legs merge into the region behind the seat.",
+    "No captions or readable lettering are visible.",
+    "Feet/standing support on the stool are ambiguous; exact three fingers per hand are not clearly shown.",
+    "Blue shoulder form is less clearly bird-like than the matched originals; constellations are not distinct."
+  ],
+  "media": [
+    {
+      "path": "media/qwen-turbo-q2-08.png",
+      "mime_type": "image/png",
+      "size_bytes": 547451,
+      "sha256": "45db3003f22fa429feff2b83ceee33b6d498d13add838a2233921922f9694616",
+      "source_sha256": "e3065dea5f94eae6dc8cd9edbf08594f2595851b89489070a9ac0304d55d7edf",
+      "width": 512,
+      "height": 512,
+      "pixel_sha256": "745fa8edc5e03c1920431a1a120e9607889e6f61d44ed8eaa42255590003ba1e",
+      "metadata_handling": "PNG re-encoded losslessly without ancillary metadata; decoded pixels unchanged.",
+      "public_copy_full_decode_passed": true,
+      "source_content_preserved": "Decoded pixels byte-identical"
+    }
+  ],
+  "workflow_path": "workflows/qwen-turbo-q2-08.json",
+  "workflow_sha256": "a77f6efd575ea0a5fc00e38e315947c56a15207cb33d968285c5c3b9d8dcb771",
+  "source_workflow_canonical_sha256": "0e4f3a5186944c12d11ffdf5bc72c29dbfd8997776423f3990dd0e1666937784",
+  "matched_comparison": {
+    "q4_record": "qwen-turbo-08",
+    "q8_record": "qwen-turbo-q8-08",
+    "comparison_path": "qwen-turbo-q4-q8-q2-comparison.json"
+  }
+}
diff --git a/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/records/qwen-turbo-q2-09.json b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/records/qwen-turbo-q2-09.json
new file mode 100644
index 0000000..ba42e2d
--- /dev/null
+++ b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/records/qwen-turbo-q2-09.json
@@ -0,0 +1,206 @@
+{
+  "id": "qwen-turbo-q2-09",
+  "label": "Qwen Image 2.1 Turbo Q2_K · seed 50",
+  "group": "qwen21-turbo-q2-comparison",
+  "kind": "image",
+  "model_id": "qwen-turbo-q2",
+  "model": "unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K",
+  "seed": 50,
+  "status": "succeeded",
+  "accepted_result": true,
+  "prompt": "A detailed travel photograph of a lively Mediterranean open-air produce market in early morning. In the foreground, three wooden crates hold red tomatoes, striped eggplants and yellow lemons, each type kept in its own crate. An adult vendor wearing a plain white shirt stands behind the stall, handing a small paper bag to an adult customer in a green jacket. A striped blue-and-white canopy casts cool shade over the stall. Beyond them, a narrow pedestrian street slopes toward a distant harbor with two white sailboats. Warm sunlight touches the upper walls but the foreground remains softly shaded. Compose the scene in layers with natural human proportions, believable hands, clear separation between people, baskets and produce, and rich but realistic color. Avoid artificial lens flares, watermarks and unreadable signs.",
+  "prompt_details": {
+    "word_count": 128,
+    "complexity": "Crowded composition",
+    "conditioning_texts": {
+      "3.prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA detailed travel photograph of a lively Mediterranean open-air produce market in early morning. In the foreground, three wooden crates hold red tomatoes, striped eggplants and yellow lemons, each type kept in its own crate. An adult vendor wearing a plain white shirt stands behind the stall, handing a small paper bag to an adult customer in a green jacket. A striped blue-and-white canopy casts cool shade over the stall. Beyond them, a narrow pedestrian street slopes toward a distant harbor with two white sailboats. Warm sunlight touches the upper walls but the foreground remains softly shaded. Compose the scene in layers with natural human proportions, believable hands, clear separation between people, baskets and produce, and rich but realistic color. Avoid artificial lens flares, watermarks and unreadable signs."
+    },
+    "actual_positive_text": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA detailed travel photograph of a lively Mediterranean open-air produce market in early morning. In the foreground, three wooden crates hold red tomatoes, striped eggplants and yellow lemons, each type kept in its own crate. An adult vendor wearing a plain white shirt stands behind the stall, handing a small paper bag to an adult customer in a green jacket. A striped blue-and-white canopy casts cool shade over the stall. Beyond them, a narrow pedestrian street slopes toward a distant harbor with two white sailboats. Warm sunlight touches the upper walls but the foreground remains softly shaded. Compose the scene in layers with natural human proportions, believable hands, clear separation between people, baskets and produce, and rich but realistic color. Avoid artificial lens flares, watermarks and unreadable signs."
+  },
+  "parameters": {
+    "1 UnetLoaderGGUFAdvanced": {
+      "unet_name": "qwen-image-2.1-turbo-Q2_K.gguf",
+      "dequant_dtype": "float32",
+      "patch_dtype": "float32",
+      "patch_on_device": false
+    },
+    "2 CLIPLoader": {
+      "clip_name": "qwen3vl_8b_int8_convrot.safetensors",
+      "type": "qwen_image",
+      "device": "cpu"
+    },
+    "3 TextEncodeQwenImage21": {
+      "negative_prompt": "",
+      "resolution": 512
+    },
+    "4 VAELoader": {
+      "vae_name": "qwen_image_2.1_vae_bf16.safetensors"
+    },
+    "5 QwenImage21Cache": {
+      "device": "off",
+      "dtype": "default"
+    },
+    "6 PFQwenQ2WholeGeneratorSampler": {},
+    "7 VAEDecode": {},
+    "8 SaveImage": {},
+    "9 RandomNoise": {
+      "noise_seed": 50
+    },
+    "10 CFGGuider": {
+      "cfg": 1.0
+    },
+    "11 KSamplerSelect": {
+      "sampler_name": "euler"
+    },
+    "12 ManualSigmas": {
+      "sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"
+    }
+  },
+  "timing": {
+    "factory_trace_seconds": 204.987736,
+    "comfy_server_seconds": 204.134,
+    "stages_seconds": {
+      "node_3_observer_receive_interval": 108.5,
+      "node_10_observer_receive_interval": 0,
+      "node_9_observer_receive_interval": 0.01600000006146729,
+      "node_6_observer_receive_interval": 66.35899999993853,
+      "node_7_observer_receive_interval": 29.125,
+      "node_8_observer_receive_interval": 0.06299999996554106
+    },
+    "limits": "Native graph, trace and observer stage times have separate boundaries. Instrumentation adds overhead."
+  },
+  "cache": {
+    "cached_nodes": [
+      "1",
+      "11",
+      "12",
+      "2",
+      "4",
+      "5"
+    ],
+    "same_runtime_retained": true,
+    "immediate_warm_claim": false,
+    "encoder_cached": false,
+    "context": {
+      "native_inter_run_gap_seconds": 29.696,
+      "only_seed_changed_from_predecessor": false,
+      "text_changed_from_predecessor": true
+    }
+  },
+  "resources": {
+    "sampled_summary": {
+      "sample_count": 101,
+      "inflight_sample_count": 100,
+      "minimum_ram_available_bytes": 6564458496,
+      "minimum_commit_available_bytes": 13469601792,
+      "minimum_system_drive_free_bytes": 18553696256,
+      "maximum_sampled_device_gpu_used_mib": 4824
+    },
+    "limits": "Device-wide observations include display/other workloads; exact per-process WDDM observations are separate."
+  },
+  "residency": {
+    "logical_verified": true,
+    "registered_parameters_and_buffers_checked": true,
+    "strict_placement_snapshots": 11,
+    "step_callback_count": 8,
+    "callback_boundary": "post_denoiser_pre_euler_update",
+    "physical_dedicated_residency_proven": false,
+    "generator_unloaded_by_wrapper": false,
+    "automatic_partial_or_cpu_fallback": false,
+    "minimum_sampled_driver_free_bytes": 0,
+    "maximum_torch_peak_allocated_bytes": 3511954432,
+    "maximum_torch_peak_reserved_bytes": 4238344192,
+    "actual_wddm_evidence_validated": true,
+    "wddm_whole_graph_coverage_verified": true,
+    "wddm_generator_coverage_verified": true,
+    "wddm_whole_graph_window": {
+      "coverage_failures": [],
+      "duration_seconds": 204.1340000629425,
+      "maximum_observed_gap_seconds": 1.0472609996795654,
+      "sample_count": 204,
+      "maximum_shared_delta_from_idle_bytes": 4194304,
+      "boundary_bracket_coverage_verified": true,
+      "sampling_gap_coverage_verified": true,
+      "median_observed_gap_seconds": 1.0125501155853271,
+      "maximum_shared_bytes": 69206016,
+      "maximum_dedicated_bytes": 4325101568,
+      "maximum_dedicated_delta_from_idle_bytes": 4257259520,
+      "coverage_verified": true,
+      "boundary_before_seconds": 0.5481951236724854,
+      "boundary_after_seconds": 0.6634769439697266
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+    "wddm_generator_window": {
+      "coverage_failures": [],
+      "duration_seconds": 66.34918999671936,
+      "maximum_observed_gap_seconds": 1.0276000499725342,
+      "sample_count": 68,
+      "maximum_shared_delta_from_idle_bytes": 4194304,
+      "boundary_bracket_coverage_verified": true,
+      "sampling_gap_coverage_verified": true,
+      "median_observed_gap_seconds": 1.0128090381622314,
+      "maximum_shared_bytes": 69206016,
+      "maximum_dedicated_bytes": 4325101568,
+      "maximum_dedicated_delta_from_idle_bytes": 4257259520,
+      "coverage_verified": true,
+      "boundary_before_seconds": 0.9175951480865479,
+      "boundary_after_seconds": 0.5098450183868408
+    },
+    "wddm_query_error_count_total": 3,
+    "wddm_query_errors_in_whole_graph_window": 0,
+    "wddm_query_errors_in_generator_window": 0,
+    "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."
+  },
+  "encoding": {
+    "encoder_cached": false,
+    "token_truncation_verified": false
+  },
+  "verification": {
+    "full_decode": true,
+    "checksum": true,
+    "acknowledged": true,
+    "trace_attachment": true,
+    "native_experiment": true,
+    "native_comparable_Q4_Q8_Q2_experiments": true,
+    "independent_public_copy_decode": true,
+    "visual_review": true,
+    "logical_generator_placement": true,
+    "wddm_evidence_validated": true,
+    "wddm_whole_graph_coverage": true,
+    "wddm_generator_window_coverage": true,
+    "wddm_observation_coverage": true,
+    "physical_dedicated_residency_proven": false
+  },
+  "findings": [
+    "Recognizable outdoor produce stall with three crates and several adults under a blue-and-white canopy.",
+    "Tomatoes, eggplants and lemons are separated into crates; vendor wears white and green outerwear is present. A large extra foreground figure obscures much of the right side and harbor; the requested paper-bag transfer is not distinct.",
+    "Produce and wood are recognizable, but canopy, faces and clothing have soft painterly/stippled detail rather than crisp photographic texture.",
+    "The exchanging hands merge into an indistinct cluster, with no cleanly separated bag. Three people appear, including an additional large green-jacketed back-facing figure.",
+    "No clearly readable signs or labels are visible.",
+    "Paper bag and hands are not cleanly separated.",
+    "Additional foreground person crowds the scene and obscures the harbor; exact two sailboats cannot be verified.",
+    "Fine face/canopy detail is soft and painterly."
+  ],
+  "media": [
+    {
+      "path": "media/qwen-turbo-q2-09.png",
+      "mime_type": "image/png",
+      "size_bytes": 471548,
+      "sha256": "39c07e9e480d635b9e5a0023f87be29816db039fcce5ceda4299d8759bbdd500",
+      "source_sha256": "28aee55010f8ea95464c8b2a262a0aa8f87523ee94ce2d5c32a8408f1f73694d",
+      "width": 512,
+      "height": 512,
+      "pixel_sha256": "5d5f20c994fde16ebf5178872ed468f5c560150544c8a97aa6c24af220e6125d",
+      "metadata_handling": "PNG re-encoded losslessly without ancillary metadata; decoded pixels unchanged.",
+      "public_copy_full_decode_passed": true,
+      "source_content_preserved": "Decoded pixels byte-identical"
+    }
+  ],
+  "workflow_path": "workflows/qwen-turbo-q2-09.json",
+  "workflow_sha256": "7535b3bb456848968bfec93102baa5dbb332b2e6e39de21f2b15aff678bcf0a9",
+  "source_workflow_canonical_sha256": "cff6715c70c1e5a473e52223bfdbcf3a3aad457bc98344051fd99f956947b7df",
+  "matched_comparison": {
+    "q4_record": "qwen-turbo-09",
+    "q8_record": "qwen-turbo-q8-09",
+    "comparison_path": "qwen-turbo-q4-q8-q2-comparison.json"
+  }
+}
diff --git a/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/records/qwen-turbo-q2-10.json b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/records/qwen-turbo-q2-10.json
new file mode 100644
index 0000000..4ef8e3f
--- /dev/null
+++ b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/records/qwen-turbo-q2-10.json
@@ -0,0 +1,209 @@
+{
+  "id": "qwen-turbo-q2-10",
+  "label": "Qwen Image 2.1 Turbo Q2_K · seed 51",
+  "group": "qwen21-turbo-q2-comparison",
+  "kind": "image",
+  "model_id": "qwen-turbo-q2",
+  "model": "unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K",
+  "seed": 51,
+  "status": "succeeded",
+  "accepted_result": true,
+  "prompt": "Create a highly detailed cinematic architectural illustration of a remote mountain observatory at blue hour after a light snowfall. The building occupies the right two-thirds of the square image: a circular pale-stone base supports one weathered copper dome, whose open viewing slit points toward the upper left. A narrow exterior staircase with dark iron handrails climbs from a small lower entrance to a balcony; every step has a thin undisturbed layer of snow. One adult astronomer in a dark red winter coat stands on the balcony with a small white notebook held closed in one gloved hand, looking toward the sky. Place a warm amber lamp immediately above the entrance, creating a pool of light on the stone without illuminating the whole landscape. In the lower left foreground, a crooked pine tree and two exposed granite rocks frame a winding path that leads toward the building. Behind the observatory, show distant mountain ridges fading from slate blue into violet mist. The sky contains scattered sharp stars and a faint natural Milky Way band, with no oversized planets or fantasy moons. Balance warm interior light against cold ambient snow light, use physically plausible perspective, careful separation of the staircase rails and the figure, and visible differences between copper, stone, glass, fabric and snow. The final scene should feel quiet, inhabited and believable. Do not add titles, labels, logos, watermarks, extra people, extra domes or duplicate staircases.",
+  "prompt_details": {
+    "word_count": 235,
+    "complexity": "Elaborate constraints",
+    "conditioning_texts": {
+      "3.prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nCreate a highly detailed cinematic architectural illustration of a remote mountain observatory at blue hour after a light snowfall. The building occupies the right two-thirds of the square image: a circular pale-stone base supports one weathered copper dome, whose open viewing slit points toward the upper left. A narrow exterior staircase with dark iron handrails climbs from a small lower entrance to a balcony; every step has a thin undisturbed layer of snow. One adult astronomer in a dark red winter coat stands on the balcony with a small white notebook held closed in one gloved hand, looking toward the sky. Place a warm amber lamp immediately above the entrance, creating a pool of light on the stone without illuminating the whole landscape. In the lower left foreground, a crooked pine tree and two exposed granite rocks frame a winding path that leads toward the building. Behind the observatory, show distant mountain ridges fading from slate blue into violet mist. The sky contains scattered sharp stars and a faint natural Milky Way band, with no oversized planets or fantasy moons. Balance warm interior light against cold ambient snow light, use physically plausible perspective, careful separation of the staircase rails and the figure, and visible differences between copper, stone, glass, fabric and snow. The final scene should feel quiet, inhabited and believable. Do not add titles, labels, logos, watermarks, extra people, extra domes or duplicate staircases."
+    },
+    "actual_positive_text": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nCreate a highly detailed cinematic architectural illustration of a remote mountain observatory at blue hour after a light snowfall. The building occupies the right two-thirds of the square image: a circular pale-stone base supports one weathered copper dome, whose open viewing slit points toward the upper left. A narrow exterior staircase with dark iron handrails climbs from a small lower entrance to a balcony; every step has a thin undisturbed layer of snow. One adult astronomer in a dark red winter coat stands on the balcony with a small white notebook held closed in one gloved hand, looking toward the sky. Place a warm amber lamp immediately above the entrance, creating a pool of light on the stone without illuminating the whole landscape. In the lower left foreground, a crooked pine tree and two exposed granite rocks frame a winding path that leads toward the building. Behind the observatory, show distant mountain ridges fading from slate blue into violet mist. The sky contains scattered sharp stars and a faint natural Milky Way band, with no oversized planets or fantasy moons. Balance warm interior light against cold ambient snow light, use physically plausible perspective, careful separation of the staircase rails and the figure, and visible differences between copper, stone, glass, fabric and snow. The final scene should feel quiet, inhabited and believable. Do not add titles, labels, logos, watermarks, extra people, extra domes or duplicate staircases."
+  },
+  "parameters": {
+    "1 UnetLoaderGGUFAdvanced": {
+      "unet_name": "qwen-image-2.1-turbo-Q2_K.gguf",
+      "dequant_dtype": "float32",
+      "patch_dtype": "float32",
+      "patch_on_device": false
+    },
+    "2 CLIPLoader": {
+      "clip_name": "qwen3vl_8b_int8_convrot.safetensors",
+      "type": "qwen_image",
+      "device": "cpu"
+    },
+    "3 TextEncodeQwenImage21": {
+      "negative_prompt": "",
+      "resolution": 512
+    },
+    "4 VAELoader": {
+      "vae_name": "qwen_image_2.1_vae_bf16.safetensors"
+    },
+    "5 QwenImage21Cache": {
+      "device": "off",
+      "dtype": "default"
+    },
+    "6 PFQwenQ2WholeGeneratorSampler": {},
+    "7 VAEDecode": {},
+    "8 SaveImage": {},
+    "9 RandomNoise": {
+      "noise_seed": 51
+    },
+    "10 CFGGuider": {
+      "cfg": 1.0
+    },
+    "11 KSamplerSelect": {
+      "sampler_name": "euler"
+    },
+    "12 ManualSigmas": {
+      "sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"
+    }
+  },
+  "timing": {
+    "factory_trace_seconds": 219.910558,
+    "comfy_server_seconds": 217.85,
+    "stages_seconds": {
+      "node_3_observer_receive_interval": 116.32800000009593,
+      "node_10_observer_receive_interval": 0,
+      "node_9_observer_receive_interval": 0,
+      "node_6_observer_receive_interval": 72.60899999993853,
+      "node_7_observer_receive_interval": 28.82799999997951,
+      "node_8_observer_receive_interval": 0.07900000002700835
+    },
+    "limits": "Native graph, trace and observer stage times have separate boundaries. Instrumentation adds overhead."
+  },
+  "cache": {
+    "cached_nodes": [
+      "1",
+      "11",
+      "12",
+      "2",
+      "4",
+      "5"
+    ],
+    "same_runtime_retained": true,
+    "immediate_warm_claim": false,
+    "encoder_cached": false,
+    "context": {
+      "native_inter_run_gap_seconds": 22.358,
+      "only_seed_changed_from_predecessor": false,
+      "text_changed_from_predecessor": true
+    }
+  },
+  "resources": {
+    "sampled_summary": {
+      "sample_count": 108,
+      "inflight_sample_count": 107,
+      "minimum_ram_available_bytes": 6545543168,
+      "minimum_commit_available_bytes": 13439905792,
+      "minimum_system_drive_free_bytes": 18553393152,
+      "maximum_sampled_device_gpu_used_mib": 4846
+    },
+    "limits": "Device-wide observations include display/other workloads; exact per-process WDDM observations are separate."
+  },
+  "residency": {
+    "logical_verified": true,
+    "registered_parameters_and_buffers_checked": true,
+    "strict_placement_snapshots": 11,
+    "step_callback_count": 8,
+    "callback_boundary": "post_denoiser_pre_euler_update",
+    "physical_dedicated_residency_proven": false,
+    "generator_unloaded_by_wrapper": false,
+    "automatic_partial_or_cpu_fallback": false,
+    "minimum_sampled_driver_free_bytes": 0,
+    "maximum_torch_peak_allocated_bytes": 3520192512,
+    "maximum_torch_peak_reserved_bytes": 4261412864,
+    "actual_wddm_evidence_validated": true,
+    "wddm_whole_graph_coverage_verified": false,
+    "wddm_generator_coverage_verified": false,
+    "wddm_whole_graph_window": {
+      "coverage_failures": [
+        "Actual successful-sample gap exceeds3s"
+      ],
+      "duration_seconds": 217.85000014305115,
+      "maximum_observed_gap_seconds": 6.074722051620483,
+      "sample_count": 212,
+      "maximum_shared_delta_from_idle_bytes": 4194304,
+      "boundary_bracket_coverage_verified": true,
+      "sampling_gap_coverage_verified": false,
+      "median_observed_gap_seconds": 1.0130879878997803,
+      "maximum_shared_bytes": 69206016,
+      "maximum_dedicated_bytes": 4348170240,
+      "maximum_dedicated_delta_from_idle_bytes": 4280328192,
+      "coverage_verified": false,
+      "boundary_before_seconds": 0.48005199432373047,
+      "boundary_after_seconds": 0.1690659523010254
+    },
+    "wddm_generator_window": {
+      "coverage_failures": [
+        "Actual successful-sample gap exceeds3s"
+      ],
+      "duration_seconds": 72.58504915237427,
+      "maximum_observed_gap_seconds": 6.074722051620483,
+      "sample_count": 69,
+      "maximum_shared_delta_from_idle_bytes": 4194304,
+      "boundary_bracket_coverage_verified": true,
+      "sampling_gap_coverage_verified": false,
+      "median_observed_gap_seconds": 1.0129915475845337,
+      "maximum_shared_bytes": 69206016,
+      "maximum_dedicated_bytes": 4348170240,
+      "maximum_dedicated_delta_from_idle_bytes": 4280328192,
+      "coverage_verified": false,
+      "boundary_before_seconds": 0.4016430377960205,
+      "boundary_after_seconds": 0.7757158279418945
+    },
+    "wddm_query_error_count_total": 3,
+    "wddm_query_errors_in_whole_graph_window": 1,
+    "wddm_query_errors_in_generator_window": 1,
+    "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."
+  },
+  "encoding": {
+    "encoder_cached": false,
+    "token_truncation_verified": false
+  },
+  "verification": {
+    "full_decode": true,
+    "checksum": true,
+    "acknowledged": true,
+    "trace_attachment": true,
+    "native_experiment": true,
+    "native_comparable_Q4_Q8_Q2_experiments": true,
+    "independent_public_copy_decode": true,
+    "visual_review": true,
+    "logical_generator_placement": true,
+    "wddm_evidence_validated": true,
+    "wddm_whole_graph_coverage": false,
+    "wddm_generator_window_coverage": false,
+    "wddm_observation_coverage": false,
+    "physical_dedicated_residency_proven": false
+  },
+  "findings": [
+    "Recognizable quiet observatory at blue hour with one dome, red-coated figure, stairs and foreground pine/rocks.",
+    "Most major architectural and lighting elements are present, including the warm lamp and snow-covered steps. Sharp stars and a Milky Way band are not clearly visible; the small notebook-like object is not clearly closed.",
+    "Copper-colored dome, stone, snow and fabric remain distinguishable; thin edges and dark surfaces are strongly stippled.",
+    "One staircase and balcony are readable, but railings have wavy/overlapping fine lines and the figure/hand/notebook details are compressed.",
+    "No titles, labels or readable lettering are visible.",
+    "Requested stars and Milky Way are not resolved.",
+    "Balcony/stair railing detail is wavy and tangled; exact notebook state is unclear."
+  ],
+  "media": [
+    {
+      "path": "media/qwen-turbo-q2-10.png",
+      "mime_type": "image/png",
+      "size_bytes": 414231,
+      "sha256": "c8e09799d7d8e756e3221a2f7754525d504e0e0c355763120571b5e52d092a37",
+      "source_sha256": "65c2fea2707a6ebc008ab1c6956867214f2f0a925fb51fe349e14a75738ae09c",
+      "width": 512,
+      "height": 512,
+      "pixel_sha256": "1b62142ca270b4cad3505ea0f9692088965e9fd6eb75375625699ed2a9ca39cd",
+      "metadata_handling": "PNG re-encoded losslessly without ancillary metadata; decoded pixels unchanged.",
+      "public_copy_full_decode_passed": true,
+      "source_content_preserved": "Decoded pixels byte-identical"
+    }
+  ],
+  "workflow_path": "workflows/qwen-turbo-q2-10.json",
+  "workflow_sha256": "f744448a017d44de87de6093b0fd7df320cf2d97e67cf1c76d6f3e7a38ba9a64",
+  "source_workflow_canonical_sha256": "d5a5fd5c4b3ec35a6b95aa853d2344d37f01dd428f9faccc2b077e9f6426040e",
+  "matched_comparison": {
+    "q4_record": "qwen-turbo-10",
+    "q8_record": "qwen-turbo-q8-10",
+    "comparison_path": "qwen-turbo-q4-q8-q2-comparison.json"
+  }
+}
diff --git a/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/results.csv b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/results.csv
index 9580186..54eef71 100644
--- a/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/results.csv
+++ b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/results.csv
@@ -542,6 +542,16 @@ qwen-turbo-q8-07,qwen21-turbo-q8-comparison,unsloth/Qwen-Image-2.1-Turbo-GGUF:Q8
 qwen-turbo-q8-08,qwen21-turbo-q8-comparison,unsloth/Qwen-Image-2.1-Turbo-GGUF:Q8_0,image,49,succeeded,True,412.481696,398.832,media/qwen-turbo-q8-08.png,"A charming small brass robot with a round glass head stands on a wooden step stool inside an enormous old library, carefully returning a red book to a high shelf. The robot has two articulated arms and three visible fingers on each hand. A tiny blue mechanical bird perches on its shoulder. Bookshelves curve toward a domed ceiling painted with constellations; the far aisle is illuminated by warm amber lamps. Render as a detailed hand-painted storybook illustration with teal shadows, golden highlights and a clear focal point. Keep the robot, stool and book visibly separate, with no extra limbs, no captions and no written lettering."
 qwen-turbo-q8-09,qwen21-turbo-q8-comparison,unsloth/Qwen-Image-2.1-Turbo-GGUF:Q8_0,image,50,succeeded,True,506.57207,496.444,media/qwen-turbo-q8-09.png,"A detailed travel photograph of a lively Mediterranean open-air produce market in early morning. In the foreground, three wooden crates hold red tomatoes, striped eggplants and yellow lemons, each type kept in its own crate. An adult vendor wearing a plain white shirt stands behind the stall, handing a small paper bag to an adult customer in a green jacket. A striped blue-and-white canopy casts cool shade over the stall. Beyond them, a narrow pedestrian street slopes toward a distant harbor with two white sailboats. Warm sunlight touches the upper walls but the foreground remains softly shaded. Compose the scene in layers with natural human proportions, believable hands, clear separation between people, baskets and produce, and rich but realistic color. Avoid artificial lens flares, watermarks and unreadable signs."
 qwen-turbo-q8-10,qwen21-turbo-q8-comparison,unsloth/Qwen-Image-2.1-Turbo-GGUF:Q8_0,image,51,succeeded,True,438.158993,421.721,media/qwen-turbo-q8-10.png,"Create a highly detailed cinematic architectural illustration of a remote mountain observatory at blue hour after a light snowfall. The building occupies the right two-thirds of the square image: a circular pale-stone base supports one weathered copper dome, whose open viewing slit points toward the upper left. A narrow exterior staircase with dark iron handrails climbs from a small lower entrance to a balcony; every step has a thin undisturbed layer of snow. One adult astronomer in a dark red winter coat stands on the balcony with a small white notebook held closed in one gloved hand, looking toward the sky. Place a warm amber lamp immediately above the entrance, creating a pool of light on the stone without illuminating the whole landscape. In the lower left foreground, a crooked pine tree and two exposed granite rocks frame a winding path that leads toward the building. Behind the observatory, show distant mountain ridges fading from slate blue into violet mist. The sky contains scattered sharp stars and a faint natural Milky Way band, with no oversized planets or fantasy moons. Balance warm interior light against cold ambient snow light, use physically plausible perspective, careful separation of the staircase rails and the figure, and visible differences between copper, stone, glass, fabric and snow. The final scene should feel quiet, inhabited and believable. Do not add titles, labels, logos, watermarks, extra people, extra domes or duplicate staircases."
+qwen-turbo-q2-01,qwen21-turbo-q2-comparison,unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K,image,42,succeeded,True,220.797228,217.04,media/qwen-turbo-q2-01.png,"A small orange ceramic fox on a pale wooden desk, soft morning light, plain cream background, realistic studio photograph."
+qwen-turbo-q2-02,qwen21-turbo-q2-comparison,unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K,image,43,succeeded,True,93.614167,90.96,media/qwen-turbo-q2-02.png,"A small orange ceramic fox on a pale wooden desk, soft morning light, plain cream background, realistic studio photograph."
+qwen-turbo-q2-03,qwen21-turbo-q2-comparison,unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K,image,44,succeeded,True,190.664548,190.117,media/qwen-turbo-q2-03.png,"A turquoise alpine lake beneath snowy mountains at sunrise, a yellow canoe near the shore, crisp natural landscape photograph."
+qwen-turbo-q2-04,qwen21-turbo-q2-comparison,unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K,image,45,succeeded,True,192.886377,192.086,media/qwen-turbo-q2-04.png,"Product photograph of a matte black ceramic teapot with a warm copper handle, resting on dark slate beside two pale linen napkins. Three-quarter view, softbox lighting, crisp material detail, uncluttered background."
+qwen-turbo-q2-05,qwen21-turbo-q2-comparison,unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K,image,46,succeeded,True,192.930979,192.568,media/qwen-turbo-q2-05.png,"A cozy neighborhood bakery storefront on a rainy evening. The main sign clearly reads ""MORNING BREAD"" in cream block letters. Warm light glows through the windows, a bicycle leans beside the door, wet paving reflects the orange interior, realistic street photograph."
+qwen-turbo-q2-06,qwen21-turbo-q2-comparison,unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K,image,47,succeeded,True,198.930336,196.334,media/qwen-turbo-q2-06.png,"A bright Victorian glass greenhouse filled with lush ferns, hanging orchids and terracotta pots. A narrow brick path curves from the bottom left toward an open green door at the far end. Morning sunlight makes geometric shadows through the iron window frames. Include a single brass watering can beside the path and misty trees beyond the glass. Architectural photograph, balanced natural colors, no people or text."
+qwen-turbo-q2-07,qwen21-turbo-q2-comparison,unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K,image,48,succeeded,True,198.942577,196.532,media/qwen-turbo-q2-07.png,"An editorial portrait of an adult female ceramic artist in her forties working in a sunlit pottery studio. She wears a blue linen apron over a cream shirt and calmly holds a small unfinished bowl in both hands, fingers naturally curled around the rim. Her face is clear and expressive, with a few silver strands in dark curly hair. Shelves of glazed pottery remain softly out of focus behind her. Frame from the waist upward, eye-level camera, gentle window light from the left, documentary realism."
+qwen-turbo-q2-08,qwen21-turbo-q2-comparison,unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K,image,49,succeeded,True,201.828697,200.972,media/qwen-turbo-q2-08.png,"A charming small brass robot with a round glass head stands on a wooden step stool inside an enormous old library, carefully returning a red book to a high shelf. The robot has two articulated arms and three visible fingers on each hand. A tiny blue mechanical bird perches on its shoulder. Bookshelves curve toward a domed ceiling painted with constellations; the far aisle is illuminated by warm amber lamps. Render as a detailed hand-painted storybook illustration with teal shadows, golden highlights and a clear focal point. Keep the robot, stool and book visibly separate, with no extra limbs, no captions and no written lettering."
+qwen-turbo-q2-09,qwen21-turbo-q2-comparison,unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K,image,50,succeeded,True,204.987736,204.134,media/qwen-turbo-q2-09.png,"A detailed travel photograph of a lively Mediterranean open-air produce market in early morning. In the foreground, three wooden crates hold red tomatoes, striped eggplants and yellow lemons, each type kept in its own crate. An adult vendor wearing a plain white shirt stands behind the stall, handing a small paper bag to an adult customer in a green jacket. A striped blue-and-white canopy casts cool shade over the stall. Beyond them, a narrow pedestrian street slopes toward a distant harbor with two white sailboats. Warm sunlight touches the upper walls but the foreground remains softly shaded. Compose the scene in layers with natural human proportions, believable hands, clear separation between people, baskets and produce, and rich but realistic color. Avoid artificial lens flares, watermarks and unreadable signs."
+qwen-turbo-q2-10,qwen21-turbo-q2-comparison,unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K,image,51,succeeded,True,219.910558,217.85,media/qwen-turbo-q2-10.png,"Create a highly detailed cinematic architectural illustration of a remote mountain observatory at blue hour after a light snowfall. The building occupies the right two-thirds of the square image: a circular pale-stone base supports one weathered copper dome, whose open viewing slit points toward the upper left. A narrow exterior staircase with dark iron handrails climbs from a small lower entrance to a balcony; every step has a thin undisturbed layer of snow. One adult astronomer in a dark red winter coat stands on the balcony with a small white notebook held closed in one gloved hand, looking toward the sky. Place a warm amber lamp immediately above the entrance, creating a pool of light on the stone without illuminating the whole landscape. In the lower left foreground, a crooked pine tree and two exposed granite rocks frame a winding path that leads toward the building. Behind the observatory, show distant mountain ridges fading from slate blue into violet mist. The sky contains scattered sharp stars and a faint natural Milky Way band, with no oversized planets or fantasy moons. Balance warm interior light against cold ambient snow light, use physically plausible perspective, careful separation of the staircase rails and the figure, and visible differences between copper, stone, glass, fabric and snow. The final scene should feel quiet, inhabited and believable. Do not add titles, labels, logos, watermarks, extra people, extra domes or duplicate staircases."
 wan-failure-01,wan21-small-v1,Wan-AI/Wan2.1-T2V-1.3B,video,43,cancelled,False,,,,
 ltx-failure-01,ltxv2b-q8-text-v1,Lightricks/LTX-Video:2B-0.9.8-distilled-Q8_0,video,42,cancelled,False,,,,"A realistic red fox walks steadily across a snowy clearing from the left side of the frame to the right. Show the fox in full body from the side. Its four legs visibly alternate with each walking step, its body advances across the ground, and its bushy tail swings gently. Near the end the fox stops walking and turns its head toward the camera. The camera stays completely fixed in one wide shot. Continuous visible animal movement throughout the walk. Natural daylight, realistic anatomy, one continuous five-second shot, no cuts, no text."
 ltx-failure-02,ltxv2b-q8-text-v2,Lightricks/LTX-Video:2B-0.9.8-distilled-Q8_0,video,42,cancelled,False,,,,"A realistic red fox walks steadily across a snowy clearing from the left side of the frame to the right. Show the fox in full body from the side. Its four legs visibly alternate with each walking step, its body advances across the ground, and its bushy tail swings gently. Near the end the fox stops walking and turns its head toward the camera. The camera stays completely fixed in one wide shot. Continuous visible animal movement throughout the walk. Natural daylight, realistic anatomy, one continuous five-second shot, no cuts, no text."
diff --git a/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/run.jsonl b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/run.jsonl
index d92fe0d..b36927a 100644
--- a/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/run.jsonl
+++ b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/run.jsonl
@@ -141,6 +141,16 @@
 {"id": "qwen-turbo-q8-08", "label": "Qwen Image 2.1 Turbo Q8_0 · New brief, retained Q8 runtime · seed 49", "group": "qwen21-turbo-q8-comparison", "kind": "image", "model_id": "qwen-turbo-q8", "model": "unsloth/Qwen-Image-2.1-Turbo-GGUF:Q8_0", "seed": 49, "status": "succeeded", "accepted_result": true, "prompt": "A charming small brass robot with a round glass head stands on a wooden step stool inside an enormous old library, carefully returning a red book to a high shelf. The robot has two articulated arms and three visible fingers on each hand. A tiny blue mechanical bird perches on its shoulder. Bookshelves curve toward a domed ceiling painted with constellations; the far aisle is illuminated by warm amber lamps. Render as a detailed hand-painted storybook illustration with teal shadows, golden highlights and a clear focal point. Keep the robot, stool and book visibly separate, with no extra limbs, no captions and no written lettering.", "prompt_details": {"word_count": 105, "complexity": "Stylized story scene", "conditioning_texts": {"3.prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA charming small brass robot with a round glass head stands on a wooden step stool inside an enormous old library, carefully returning a red book to a high shelf. The robot has two articulated arms and three visible fingers on each hand. A tiny blue mechanical bird perches on its shoulder. Bookshelves curve toward a domed ceiling painted with constellations; the far aisle is illuminated by warm amber lamps. Render as a detailed hand-painted storybook illustration with teal shadows, golden highlights and a clear focal point. Keep the robot, stool and book visibly separate, with no extra limbs, no captions and no written lettering."}, "actual_positive_text": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA charming small brass robot with a round glass head stands on a wooden step stool inside an enormous old library, carefully returning a red book to a high shelf. The robot has two articulated arms and three visible fingers on each hand. A tiny blue mechanical bird perches on its shoulder. Bookshelves curve toward a domed ceiling painted with constellations; the far aisle is illuminated by warm amber lamps. Render as a detailed hand-painted storybook illustration with teal shadows, golden highlights and a clear focal point. Keep the robot, stool and book visibly separate, with no extra limbs, no captions and no written lettering."}, "parameters": {"1 UnetLoaderGGUFAdvanced": {"unet_name": "qwen-image-2.1-turbo-Q8_0.gguf", "dequant_dtype": "float32", "patch_dtype": "float32", "patch_on_device": false}, "2 CLIPLoader": {"clip_name": "qwen3vl_8b_int8_convrot.safetensors", "type": "qwen_image", "device": "cpu"}, "3 TextEncodeQwenImage21": {"negative_prompt": "", "resolution": 512}, "4 VAELoader": {"vae_name": "qwen_image_2.1_vae_bf16.safetensors"}, "5 QwenImage21Cache": {"device": "off", "dtype": "default"}, "6 SamplerCustomAdvanced": {}, "7 VAEDecode": {}, "8 SaveImage": {}, "9 RandomNoise": {"noise_seed": 49}, "10 CFGGuider": {"cfg": 1.0}, "11 KSamplerSelect": {"sampler_name": "euler"}, "12 ManualSigmas": {"sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"}}, "timing": {"factory_trace_seconds": 412.481696, "comfy_server_seconds": 398.832, "stages_seconds": {"node_3_observer_receive_interval": 258.93800000002375, "node_10_observer_receive_interval": 0.061999999976251274, "node_9_observer_receive_interval": 0.0940000000409782, "node_6_observer_receive_interval": 106.93799999996554, "node_7_observer_receive_interval": 31.46799999999348, "node_8_observer_receive_interval": 1.0160000000032596}, "limits": "Native execution, Factory traces and delivery have distinct boundaries. Observer node intervals include preparation/loading/event delivery rather than isolated kernels."}, "cache": {"cached_nodes": ["1", "11", "12", "2", "4", "5"], "same_runtime_retained": true, "immediate_warm_claim": false, "encoder_cached": false, "context": {"workload": "New brief, retained Q8 runtime", "native_inter_run_gap_seconds": 25.972, "only_seed_changed_from_predecessor": false, "text_changed_from_predecessor": true, "cold_start_scope": null}}, "resources": {"sampled_summary": {"sample_count": 201, "inflight_sample_count": 200, "minimum_ram_available_bytes": 1740980224, "minimum_commit_available_bytes": 6278934528, "minimum_system_drive_free_bytes": 18658504704, "maximum_sampled_device_gpu_used_mib": 3708}, "limits": "Device-wide samples include display and other workloads. No dedicated-VRAM residency or absence of shared-memory paging is established."}, "encoding": {"encoder_cached": false, "token_truncation_verified": false, "interpretation": "Full actual composed conditioning text is retained; exact token truncation was not instrumented."}, "verification": {"full_decode": true, "checksum": true, "acknowledged": true, "trace_attachment": true, "native_experiment": true, "native_comparable_Q4_Q8_experiments": true, "independent_public_copy_decode": true, "visual_review": true, "quality_scope": "Independent subjective inspection of this original 512×512 PNG, distinct from technical delivery. No objective aesthetic superiority is inferred."}, "findings": ["Coherent and detailed library illustration with a more explicitly articulated robot placing a red book, a wooden stool and a recognizable small blue bird.", "Main scene and palette are followed. The head is predominantly opaque brass with a small blue porthole, weakening the requested round glass-head detail.", "Brass body and painted wood/books read well, but the head looks mainly metallic rather than glass.", "Arms and feet are more clearly articulated and bird is legible. Small fingers still cannot be confidently counted from overlapping poses.", "No legible caption or written lettering is apparent.", "Head material departs from the requested glass head.", "Exact three-visible-fingers count remains uncertain."], "media": [{"path": "media/qwen-turbo-q8-08.png", "mime_type": "image/png", "size_bytes": 524628, "sha256": "1d78cf07753e1db1757a5fe7c53a9a39a7a397092be7c92e3b941f7e31133768", "source_sha256": "214e9ed46256b38fa389e32f86f98883dbbf6d9e148335276ea15044c2fdf9e0", "width": 512, "height": 512, "pixel_sha256": "1a51d6861e5d4dd838b0af9ab77e7e41724b9ddbb5a5e5a553698bf00ae1c794", "metadata_handling": "PNG re-encoded losslessly without ancillary metadata; decoded pixels unchanged.", "public_copy_full_decode_passed": true, "source_content_preserved": "Decoded pixels byte-identical"}], "workflow_path": "workflows/qwen-turbo-q8-08.json", "workflow_sha256": "479f4f07d0cce3deb9126d0643a630d23f27506562a2f4676bae8b84b6411fcd", "source_workflow_canonical_sha256": "7897c2a36cd108a049cac98eb3c71eb5119582b9eb15dc3f43357600ee67ae14", "matched_comparison": {"q4_record": "qwen-turbo-08", "q4_media": "media/qwen-turbo-08.png", "comparison_path": "qwen-turbo-q4-q8-comparison.json"}}
 {"id": "qwen-turbo-q8-09", "label": "Qwen Image 2.1 Turbo Q8_0 · New brief, retained Q8 runtime · seed 50", "group": "qwen21-turbo-q8-comparison", "kind": "image", "model_id": "qwen-turbo-q8", "model": "unsloth/Qwen-Image-2.1-Turbo-GGUF:Q8_0", "seed": 50, "status": "succeeded", "accepted_result": true, "prompt": "A detailed travel photograph of a lively Mediterranean open-air produce market in early morning. In the foreground, three wooden crates hold red tomatoes, striped eggplants and yellow lemons, each type kept in its own crate. An adult vendor wearing a plain white shirt stands behind the stall, handing a small paper bag to an adult customer in a green jacket. A striped blue-and-white canopy casts cool shade over the stall. Beyond them, a narrow pedestrian street slopes toward a distant harbor with two white sailboats. Warm sunlight touches the upper walls but the foreground remains softly shaded. Compose the scene in layers with natural human proportions, believable hands, clear separation between people, baskets and produce, and rich but realistic color. Avoid artificial lens flares, watermarks and unreadable signs.", "prompt_details": {"word_count": 128, "complexity": "Crowded composition", "conditioning_texts": {"3.prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA detailed travel photograph of a lively Mediterranean open-air produce market in early morning. In the foreground, three wooden crates hold red tomatoes, striped eggplants and yellow lemons, each type kept in its own crate. An adult vendor wearing a plain white shirt stands behind the stall, handing a small paper bag to an adult customer in a green jacket. A striped blue-and-white canopy casts cool shade over the stall. Beyond them, a narrow pedestrian street slopes toward a distant harbor with two white sailboats. Warm sunlight touches the upper walls but the foreground remains softly shaded. Compose the scene in layers with natural human proportions, believable hands, clear separation between people, baskets and produce, and rich but realistic color. Avoid artificial lens flares, watermarks and unreadable signs."}, "actual_positive_text": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA detailed travel photograph of a lively Mediterranean open-air produce market in early morning. In the foreground, three wooden crates hold red tomatoes, striped eggplants and yellow lemons, each type kept in its own crate. An adult vendor wearing a plain white shirt stands behind the stall, handing a small paper bag to an adult customer in a green jacket. A striped blue-and-white canopy casts cool shade over the stall. Beyond them, a narrow pedestrian street slopes toward a distant harbor with two white sailboats. Warm sunlight touches the upper walls but the foreground remains softly shaded. Compose the scene in layers with natural human proportions, believable hands, clear separation between people, baskets and produce, and rich but realistic color. Avoid artificial lens flares, watermarks and unreadable signs."}, "parameters": {"1 UnetLoaderGGUFAdvanced": {"unet_name": "qwen-image-2.1-turbo-Q8_0.gguf", "dequant_dtype": "float32", "patch_dtype": "float32", "patch_on_device": false}, "2 CLIPLoader": {"clip_name": "qwen3vl_8b_int8_convrot.safetensors", "type": "qwen_image", "device": "cpu"}, "3 TextEncodeQwenImage21": {"negative_prompt": "", "resolution": 512}, "4 VAELoader": {"vae_name": "qwen_image_2.1_vae_bf16.safetensors"}, "5 QwenImage21Cache": {"device": "off", "dtype": "default"}, "6 SamplerCustomAdvanced": {}, "7 VAEDecode": {}, "8 SaveImage": {}, "9 RandomNoise": {"noise_seed": 50}, "10 CFGGuider": {"cfg": 1.0}, "11 KSamplerSelect": {"sampler_name": "euler"}, "12 ManualSigmas": {"sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"}}, "timing": {"factory_trace_seconds": 506.57207, "comfy_server_seconds": 496.444, "stages_seconds": {"node_2_observer_receive_interval": 7.5, "node_3_observer_receive_interval": 119.32799999997951, "node_12_observer_receive_interval": 0.01600000000325963, "node_11_observer_receive_interval": 0.015000000013969839, "node_1_observer_receive_interval": 0.75, "node_5_observer_receive_interval": 0.046999999962281436, "node_10_observer_receive_interval": 0.01600000000325963, "node_9_observer_receive_interval": 0, "node_6_observer_receive_interval": 304.0780000000377, "node_7_observer_receive_interval": 62.68699999997625, "node_8_observer_receive_interval": 1.1410000000032596}, "limits": "Native execution, Factory traces and delivery have distinct boundaries. Observer node intervals include preparation/loading/event delivery rather than isolated kernels."}, "cache": {"cached_nodes": ["4"], "same_runtime_retained": true, "immediate_warm_claim": false, "encoder_cached": false, "context": {"workload": "New brief, retained Q8 runtime", "native_inter_run_gap_seconds": 38.627, "only_seed_changed_from_predecessor": false, "text_changed_from_predecessor": true, "cold_start_scope": null}}, "resources": {"sampled_summary": {"sample_count": 244, "inflight_sample_count": 243, "minimum_ram_available_bytes": 287199232, "minimum_commit_available_bytes": 6060220416, "minimum_system_drive_free_bytes": 18655449088, "maximum_sampled_device_gpu_used_mib": 3322}, "limits": "Device-wide samples include display and other workloads. No dedicated-VRAM residency or absence of shared-memory paging is established."}, "encoding": {"encoder_cached": false, "token_truncation_verified": false, "interpretation": "Full actual composed conditioning text is retained; exact token truncation was not instrumented."}, "verification": {"full_decode": true, "checksum": true, "acknowledged": true, "trace_attachment": true, "native_experiment": true, "native_comparable_Q4_Q8_experiments": true, "independent_public_copy_decode": true, "visual_review": true, "quality_scope": "Independent subjective inspection of this original 512×512 PNG, distinct from technical delivery. No objective aesthetic superiority is inferred."}, "findings": ["Coherent market transaction in a very similar composition, with three produce crates and the requested two main adults.", "Most named colors, objects and lighting are followed. The small handoff area still does not clearly establish a paper bag; tiny sailboats cannot be confidently counted.", "Fabric, vegetables and wooden crates read distinctly; the distant harbor remains soft.", "Vendor posture changes slightly and silhouettes remain plausible. Fingers at the handoff are too small/occluded to certify anatomy or grasp.", "No prominent legible sign or watermark appears.", "Paper bag and handoff remain ambiguous.", "Fine hand detail and exact boat count remain uncertain."], "media": [{"path": "media/qwen-turbo-q8-09.png", "mime_type": "image/png", "size_bytes": 440918, "sha256": "582d6cbd288214bc1fe72d967f4fc8dfe6e02877cdc911ad6239b69a312bee6c", "source_sha256": "8899960bd59e443153c8b42af68860fc6b9424e1e976d7ca8146fdfaa72f1d05", "width": 512, "height": 512, "pixel_sha256": "78d6c81f60e9b48d08ff057e3eaf9474bb55b3e666a5f5fe2936fa92182b6f05", "metadata_handling": "PNG re-encoded losslessly without ancillary metadata; decoded pixels unchanged.", "public_copy_full_decode_passed": true, "source_content_preserved": "Decoded pixels byte-identical"}], "workflow_path": "workflows/qwen-turbo-q8-09.json", "workflow_sha256": "13e5fd449adf21786f0ec920a1a69f396b17c54c1a2f9f6fa559f8c121f822eb", "source_workflow_canonical_sha256": "a2c1ef795a8cb5cf39457e1cf0af2ac51c7bc10b1dde2cdf6038633d3ef410fc", "matched_comparison": {"q4_record": "qwen-turbo-09", "q4_media": "media/qwen-turbo-09.png", "comparison_path": "qwen-turbo-q4-q8-comparison.json"}}
 {"id": "qwen-turbo-q8-10", "label": "Qwen Image 2.1 Turbo Q8_0 · New brief, retained Q8 runtime · seed 51", "group": "qwen21-turbo-q8-comparison", "kind": "image", "model_id": "qwen-turbo-q8", "model": "unsloth/Qwen-Image-2.1-Turbo-GGUF:Q8_0", "seed": 51, "status": "succeeded", "accepted_result": true, "prompt": "Create a highly detailed cinematic architectural illustration of a remote mountain observatory at blue hour after a light snowfall. The building occupies the right two-thirds of the square image: a circular pale-stone base supports one weathered copper dome, whose open viewing slit points toward the upper left. A narrow exterior staircase with dark iron handrails climbs from a small lower entrance to a balcony; every step has a thin undisturbed layer of snow. One adult astronomer in a dark red winter coat stands on the balcony with a small white notebook held closed in one gloved hand, looking toward the sky. Place a warm amber lamp immediately above the entrance, creating a pool of light on the stone without illuminating the whole landscape. In the lower left foreground, a crooked pine tree and two exposed granite rocks frame a winding path that leads toward the building. Behind the observatory, show distant mountain ridges fading from slate blue into violet mist. The sky contains scattered sharp stars and a faint natural Milky Way band, with no oversized planets or fantasy moons. Balance warm interior light against cold ambient snow light, use physically plausible perspective, careful separation of the staircase rails and the figure, and visible differences between copper, stone, glass, fabric and snow. The final scene should feel quiet, inhabited and believable. Do not add titles, labels, logos, watermarks, extra people, extra domes or duplicate staircases.", "prompt_details": {"word_count": 235, "complexity": "Elaborate constraints", "conditioning_texts": {"3.prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nCreate a highly detailed cinematic architectural illustration of a remote mountain observatory at blue hour after a light snowfall. The building occupies the right two-thirds of the square image: a circular pale-stone base supports one weathered copper dome, whose open viewing slit points toward the upper left. A narrow exterior staircase with dark iron handrails climbs from a small lower entrance to a balcony; every step has a thin undisturbed layer of snow. One adult astronomer in a dark red winter coat stands on the balcony with a small white notebook held closed in one gloved hand, looking toward the sky. Place a warm amber lamp immediately above the entrance, creating a pool of light on the stone without illuminating the whole landscape. In the lower left foreground, a crooked pine tree and two exposed granite rocks frame a winding path that leads toward the building. Behind the observatory, show distant mountain ridges fading from slate blue into violet mist. The sky contains scattered sharp stars and a faint natural Milky Way band, with no oversized planets or fantasy moons. Balance warm interior light against cold ambient snow light, use physically plausible perspective, careful separation of the staircase rails and the figure, and visible differences between copper, stone, glass, fabric and snow. The final scene should feel quiet, inhabited and believable. Do not add titles, labels, logos, watermarks, extra people, extra domes or duplicate staircases."}, "actual_positive_text": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nCreate a highly detailed cinematic architectural illustration of a remote mountain observatory at blue hour after a light snowfall. The building occupies the right two-thirds of the square image: a circular pale-stone base supports one weathered copper dome, whose open viewing slit points toward the upper left. A narrow exterior staircase with dark iron handrails climbs from a small lower entrance to a balcony; every step has a thin undisturbed layer of snow. One adult astronomer in a dark red winter coat stands on the balcony with a small white notebook held closed in one gloved hand, looking toward the sky. Place a warm amber lamp immediately above the entrance, creating a pool of light on the stone without illuminating the whole landscape. In the lower left foreground, a crooked pine tree and two exposed granite rocks frame a winding path that leads toward the building. Behind the observatory, show distant mountain ridges fading from slate blue into violet mist. The sky contains scattered sharp stars and a faint natural Milky Way band, with no oversized planets or fantasy moons. Balance warm interior light against cold ambient snow light, use physically plausible perspective, careful separation of the staircase rails and the figure, and visible differences between copper, stone, glass, fabric and snow. The final scene should feel quiet, inhabited and believable. Do not add titles, labels, logos, watermarks, extra people, extra domes or duplicate staircases."}, "parameters": {"1 UnetLoaderGGUFAdvanced": {"unet_name": "qwen-image-2.1-turbo-Q8_0.gguf", "dequant_dtype": "float32", "patch_dtype": "float32", "patch_on_device": false}, "2 CLIPLoader": {"clip_name": "qwen3vl_8b_int8_convrot.safetensors", "type": "qwen_image", "device": "cpu"}, "3 TextEncodeQwenImage21": {"negative_prompt": "", "resolution": 512}, "4 VAELoader": {"vae_name": "qwen_image_2.1_vae_bf16.safetensors"}, "5 QwenImage21Cache": {"device": "off", "dtype": "default"}, "6 SamplerCustomAdvanced": {}, "7 VAEDecode": {}, "8 SaveImage": {}, "9 RandomNoise": {"noise_seed": 51}, "10 CFGGuider": {"cfg": 1.0}, "11 KSamplerSelect": {"sampler_name": "euler"}, "12 ManualSigmas": {"sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"}}, "timing": {"factory_trace_seconds": 438.158993, "comfy_server_seconds": 421.721, "stages_seconds": {"node_3_observer_receive_interval": 271.4529999999795, "node_10_observer_receive_interval": 0.09399999998277053, "node_9_observer_receive_interval": 0.07800000003771856, "node_6_observer_receive_interval": 109.71899999998277, "node_7_observer_receive_interval": 38.34399999998277, "node_8_observer_receive_interval": 1.5310000000172295}, "limits": "Native execution, Factory traces and delivery have distinct boundaries. Observer node intervals include preparation/loading/event delivery rather than isolated kernels."}, "cache": {"cached_nodes": ["1", "11", "12", "2", "4", "5"], "same_runtime_retained": true, "immediate_warm_claim": false, "encoder_cached": false, "context": {"workload": "New brief, retained Q8 runtime", "native_inter_run_gap_seconds": 36.492, "only_seed_changed_from_predecessor": false, "text_changed_from_predecessor": true, "cold_start_scope": null}}, "resources": {"sampled_summary": {"sample_count": 214, "inflight_sample_count": 213, "minimum_ram_available_bytes": 1676922880, "minimum_commit_available_bytes": 6116065280, "minimum_system_drive_free_bytes": 18656489472, "maximum_sampled_device_gpu_used_mib": 3730}, "limits": "Device-wide samples include display and other workloads. No dedicated-VRAM residency or absence of shared-memory paging is established."}, "encoding": {"encoder_cached": false, "token_truncation_verified": false, "interpretation": "Full actual composed conditioning text is retained; exact token truncation was not instrumented."}, "verification": {"full_decode": true, "checksum": true, "acknowledged": true, "trace_attachment": true, "native_experiment": true, "native_comparable_Q4_Q8_experiments": true, "independent_public_copy_decode": true, "visual_review": true, "quality_scope": "Independent subjective inspection of this original 512×512 PNG, distinct from technical delivery. No objective aesthetic superiority is inferred."}, "findings": ["Coherent near-matched observatory scene with the same dome, figure, staircase and mountain/pine framing.", "Main composition and lighting remain faithful. The sky still lacks visible stars or Milky Way, and the figure's skyward gaze is not clearly conveyed.", "Copper-like dark dome, smooth pale wall, snow, iron rails and red coat are distinguishable.", "Main architecture remains plausible; staircase and rail outlines change slightly without an obvious clear improvement.", "No requested or apparent title, logo or watermark.", "Requested stars/Milky Way are still missing.", "Skyward gaze remains unclear.", "Exact foreground rock count and fine masonry detail remain uncertain."], "media": [{"path": "media/qwen-turbo-q8-10.png", "mime_type": "image/png", "size_bytes": 407712, "sha256": "cb3c5d829cb30129f74442fefc2032f8be35ecfbd9d81c4b81472505ed7a10bf", "source_sha256": "13f28784aab93b227102174e63d0d0570d6880486a6d60d92cd6d42ddafed3d9", "width": 512, "height": 512, "pixel_sha256": "d25571a0a9ac6a2aedb4569c01b8937b12fca6d4260f257881d456a5cbe86eb9", "metadata_handling": "PNG re-encoded losslessly without ancillary metadata; decoded pixels unchanged.", "public_copy_full_decode_passed": true, "source_content_preserved": "Decoded pixels byte-identical"}], "workflow_path": "workflows/qwen-turbo-q8-10.json", "workflow_sha256": "8791ddedb651d9872e8fee6b81a8b5492ff3d098ef47b60dc5b5c3c7d3770c8e", "source_workflow_canonical_sha256": "4b28b630f067f5cf619174356be4333821e8a63cd215c97d805dd0377e2020e1", "matched_comparison": {"q4_record": "qwen-turbo-10", "q4_media": "media/qwen-turbo-10.png", "comparison_path": "qwen-turbo-q4-q8-comparison.json"}}
+{"id": "qwen-turbo-q2-01", "label": "Qwen Image 2.1 Turbo Q2_K · seed 42", "group": "qwen21-turbo-q2-comparison", "kind": "image", "model_id": "qwen-turbo-q2", "model": "unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K", "seed": 42, "status": "succeeded", "accepted_result": true, "prompt": "A small orange ceramic fox on a pale wooden desk, soft morning light, plain cream background, realistic studio photograph.", "prompt_details": {"word_count": 19, "complexity": "Very short / retained runtime pair", "conditioning_texts": {"3.prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA small orange ceramic fox on a pale wooden desk, soft morning light, plain cream background, realistic studio photograph."}, "actual_positive_text": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA small orange ceramic fox on a pale wooden desk, soft morning light, plain cream background, realistic studio photograph."}, "parameters": {"1 UnetLoaderGGUFAdvanced": {"unet_name": "qwen-image-2.1-turbo-Q2_K.gguf", "dequant_dtype": "float32", "patch_dtype": "float32", "patch_on_device": false}, "2 CLIPLoader": {"clip_name": "qwen3vl_8b_int8_convrot.safetensors", "type": "qwen_image", "device": "cpu"}, "3 TextEncodeQwenImage21": {"negative_prompt": "", "resolution": 512}, "4 VAELoader": {"vae_name": "qwen_image_2.1_vae_bf16.safetensors"}, "5 QwenImage21Cache": {"device": "off", "dtype": "default"}, "6 PFQwenQ2WholeGeneratorSampler": {}, "7 VAEDecode": {}, "8 SaveImage": {}, "9 RandomNoise": {"noise_seed": 42}, "10 CFGGuider": {"cfg": 1.0}, "11 KSamplerSelect": {"sampler_name": "euler"}, "12 ManualSigmas": {"sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"}}, "timing": {"factory_trace_seconds": 220.797228, "comfy_server_seconds": 217.04, "stages_seconds": {"node_4_observer_receive_interval": 2.4689999999827705, "node_2_observer_receive_interval": 3.719000000040978, "node_3_observer_receive_interval": 104.53099999995902, "node_12_observer_receive_interval": 0.01600000000325963, "node_11_observer_receive_interval": 0.031000000017229468, "node_1_observer_receive_interval": 0.7339999999967404, "node_5_observer_receive_interval": 0.09399999998277053, "node_10_observer_receive_interval": 0, "node_9_observer_receive_interval": 0.01600000000325963, "node_6_observer_receive_interval": 73.31200000003446, "node_7_observer_receive_interval": 31.57799999997951, "node_8_observer_receive_interval": 0.5}, "limits": "Native graph, trace and observer stage times have separate boundaries. Instrumentation adds overhead."}, "cache": {"cached_nodes": [], "same_runtime_retained": null, "immediate_warm_claim": false, "encoder_cached": false, "context": {"native_inter_run_gap_seconds": null, "only_seed_changed_from_predecessor": false, "text_changed_from_predecessor": false}}, "resources": {"sampled_summary": {"sample_count": 108, "inflight_sample_count": 107, "minimum_ram_available_bytes": 4141621248, "minimum_commit_available_bytes": 13704994816, "minimum_system_drive_free_bytes": 18544037888, "maximum_sampled_device_gpu_used_mib": 4826}, "limits": "Device-wide observations include display/other workloads; exact per-process WDDM observations are separate."}, "residency": {"logical_verified": true, "registered_parameters_and_buffers_checked": true, "strict_placement_snapshots": 11, "step_callback_count": 8, "callback_boundary": "post_denoiser_pre_euler_update", "physical_dedicated_residency_proven": false, "generator_unloaded_by_wrapper": false, "automatic_partial_or_cpu_fallback": false, "minimum_sampled_driver_free_bytes": 0, "maximum_torch_peak_allocated_bytes": 3502995456, "maximum_torch_peak_reserved_bytes": 4244635648, "actual_wddm_evidence_validated": true, "wddm_whole_graph_coverage_verified": false, "wddm_generator_coverage_verified": true, "wddm_whole_graph_window": {"coverage_failures": ["Actual successful-sample gap exceeds3s"], "duration_seconds": 217.03999996185303, "maximum_observed_gap_seconds": 6.159926891326904, "sample_count": 211, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": false, "median_observed_gap_seconds": 1.0130220651626587, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4331393024, "maximum_dedicated_delta_from_idle_bytes": 4263550976, "coverage_verified": false, "boundary_before_seconds": 0.34210705757141113, "boundary_after_seconds": 0.19703912734985352}, "wddm_generator_window": {"coverage_failures": [], "duration_seconds": 72.92103695869446, "maximum_observed_gap_seconds": 1.0297160148620605, "sample_count": 74, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": true, "median_observed_gap_seconds": 1.0130350589752197, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4331393024, "maximum_dedicated_delta_from_idle_bytes": 4263550976, "coverage_verified": true, "boundary_before_seconds": 0.002991199493408203, "boundary_after_seconds": 0.8701419830322266}, "wddm_query_error_count_total": 3, "wddm_query_errors_in_whole_graph_window": 1, "wddm_query_errors_in_generator_window": 0, "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."}, "encoding": {"encoder_cached": false, "token_truncation_verified": false}, "verification": {"full_decode": true, "checksum": true, "acknowledged": true, "trace_attachment": true, "native_experiment": true, "native_comparable_Q4_Q8_Q2_experiments": true, "independent_public_copy_decode": true, "visual_review": true, "logical_generator_placement": true, "wddm_evidence_validated": true, "wddm_whole_graph_coverage": false, "wddm_generator_window_coverage": true, "wddm_observation_coverage": false, "physical_dedicated_residency_proven": false}, "findings": ["A coherent, larger frontal seated fox on the desk, with a visible tail at the left.", "Orange fox, cream backdrop and soft light match; requested ceramic identity is weak.", "Dense fine fur and visible whiskers make it read more like an animal or furry toy than ceramic.", "Face, ears and paws are recognizable; no obvious duplicate limbs.", "No text requested or visible.", "Requested ceramic material is not convincing; fur and whiskers dominate."], "media": [{"path": "media/qwen-turbo-q2-01.png", "mime_type": "image/png", "size_bytes": 310561, "sha256": "e978ec354acaa94c74eae1fdd18769fbfbd05fd974d6649ce3264b77ec3a3888", "source_sha256": "06e56e7ca63ffdc6b0bcb1f0c535ca622987e6abc8c0068040d2707f5eaf13c8", "width": 512, "height": 512, "pixel_sha256": "94c49b07bb2e075a707e35f8627a3561a2f9108920536fa2979acfcc73c7b37b", "metadata_handling": "PNG re-encoded losslessly without ancillary metadata; decoded pixels unchanged.", "public_copy_full_decode_passed": true, "source_content_preserved": "Decoded pixels byte-identical"}], "workflow_path": "workflows/qwen-turbo-q2-01.json", "workflow_sha256": "35730e3e8a00d2d34c3fb10a6a309d15ab1a251c7e2613aa91fdb3cb4ffb42f6", "source_workflow_canonical_sha256": "43cfbcacb278fbf574b2a0ddaa07d8fc0acbf9735efa17f1208825d8b7b20a85", "matched_comparison": {"q4_record": "qwen-turbo-01", "q8_record": "qwen-turbo-q8-01", "comparison_path": "qwen-turbo-q4-q8-q2-comparison.json"}}
+{"id": "qwen-turbo-q2-02", "label": "Qwen Image 2.1 Turbo Q2_K · seed 43", "group": "qwen21-turbo-q2-comparison", "kind": "image", "model_id": "qwen-turbo-q2", "model": "unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K", "seed": 43, "status": "succeeded", "accepted_result": true, "prompt": "A small orange ceramic fox on a pale wooden desk, soft morning light, plain cream background, realistic studio photograph.", "prompt_details": {"word_count": 19, "complexity": "Very short / retained runtime pair", "conditioning_texts": {"3.prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA small orange ceramic fox on a pale wooden desk, soft morning light, plain cream background, realistic studio photograph."}, "actual_positive_text": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA small orange ceramic fox on a pale wooden desk, soft morning light, plain cream background, realistic studio photograph."}, "parameters": {"1 UnetLoaderGGUFAdvanced": {"unet_name": "qwen-image-2.1-turbo-Q2_K.gguf", "dequant_dtype": "float32", "patch_dtype": "float32", "patch_on_device": false}, "2 CLIPLoader": {"clip_name": "qwen3vl_8b_int8_convrot.safetensors", "type": "qwen_image", "device": "cpu"}, "3 TextEncodeQwenImage21": {"negative_prompt": "", "resolution": 512}, "4 VAELoader": {"vae_name": "qwen_image_2.1_vae_bf16.safetensors"}, "5 QwenImage21Cache": {"device": "off", "dtype": "default"}, "6 PFQwenQ2WholeGeneratorSampler": {}, "7 VAEDecode": {}, "8 SaveImage": {}, "9 RandomNoise": {"noise_seed": 43}, "10 CFGGuider": {"cfg": 1.0}, "11 KSamplerSelect": {"sampler_name": "euler"}, "12 ManualSigmas": {"sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"}}, "timing": {"factory_trace_seconds": 93.614167, "comfy_server_seconds": 90.96, "stages_seconds": {"node_9_observer_receive_interval": 0.03200000000651926, "node_6_observer_receive_interval": 61.46799999999348, "node_7_observer_receive_interval": 29.219000000040978, "node_8_observer_receive_interval": 0.14100000000325963}, "limits": "Native graph, trace and observer stage times have separate boundaries. Instrumentation adds overhead."}, "cache": {"cached_nodes": ["1", "10", "11", "12", "2", "3", "4", "5"], "same_runtime_retained": true, "immediate_warm_claim": false, "encoder_cached": true, "context": {"native_inter_run_gap_seconds": 22.769, "only_seed_changed_from_predecessor": true, "text_changed_from_predecessor": false}}, "resources": {"sampled_summary": {"sample_count": 47, "inflight_sample_count": 46, "minimum_ram_available_bytes": 6524329984, "minimum_commit_available_bytes": 13441687552, "minimum_system_drive_free_bytes": 18542247936, "maximum_sampled_device_gpu_used_mib": 4830}, "limits": "Device-wide observations include display/other workloads; exact per-process WDDM observations are separate."}, "residency": {"logical_verified": true, "registered_parameters_and_buffers_checked": true, "strict_placement_snapshots": 11, "step_callback_count": 8, "callback_boundary": "post_denoiser_pre_euler_update", "physical_dedicated_residency_proven": false, "generator_unloaded_by_wrapper": false, "automatic_partial_or_cpu_fallback": false, "minimum_sampled_driver_free_bytes": 0, "maximum_torch_peak_allocated_bytes": 3502995456, "maximum_torch_peak_reserved_bytes": 4244635648, "actual_wddm_evidence_validated": true, "wddm_whole_graph_coverage_verified": true, "wddm_generator_coverage_verified": true, "wddm_whole_graph_window": {"coverage_failures": [], "duration_seconds": 90.96000003814697, "maximum_observed_gap_seconds": 1.0281319618225098, "sample_count": 92, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": true, "median_observed_gap_seconds": 1.012998104095459, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4331393024, "maximum_dedicated_delta_from_idle_bytes": 4263550976, "coverage_verified": true, "boundary_before_seconds": 0.3693549633026123, "boundary_after_seconds": 0.7598569393157959}, "wddm_generator_window": {"coverage_failures": [], "duration_seconds": 61.45852708816528, "maximum_observed_gap_seconds": 1.0233500003814697, "sample_count": 63, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": true, "median_observed_gap_seconds": 1.0130280256271362, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4331393024, "maximum_dedicated_delta_from_idle_bytes": 4263550976, "coverage_verified": true, "boundary_before_seconds": 0.5032908916473389, "boundary_after_seconds": 0.766273021697998}, "wddm_query_error_count_total": 3, "wddm_query_errors_in_whole_graph_window": 0, "wddm_query_errors_in_generator_window": 0, "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."}, "encoding": {"encoder_cached": true, "token_truncation_verified": false}, "verification": {"full_decode": true, "checksum": true, "acknowledged": true, "trace_attachment": true, "native_experiment": true, "native_comparable_Q4_Q8_Q2_experiments": true, "independent_public_copy_decode": true, "visual_review": true, "logical_generator_placement": true, "wddm_evidence_validated": true, "wddm_whole_graph_coverage": true, "wddm_generator_window_coverage": true, "wddm_observation_coverage": true, "physical_dedicated_residency_proven": false}, "findings": ["Coherent frontal toy-like fox with a raised tail on the left.", "Orange fox, pale desk, cream backdrop and studio light are present.", "Fine fur grooves and soft-looking tail suggest a toy or animal texture rather than unmistakable ceramic.", "Large dark eyes and small paws create juvenile/cartoon proportions; limbs remain separate.", "No text requested or visible.", "Ceramic identity is ambiguous; proportions are more juvenile and toy-like than the two matched originals."], "media": [{"path": "media/qwen-turbo-q2-02.png", "mime_type": "image/png", "size_bytes": 278667, "sha256": "97e7660bd40ab579083276c59de0a8ec65ebc05e4008f92bd9a0cb7aa48957a0", "source_sha256": "001ff3b2bbc0bbfffb826c42240e0a1f92c74bacd0f83a16cd1d93a112be0357", "width": 512, "height": 512, "pixel_sha256": "cc4962b6079506dbf4a5dbea5774f0c07ac21776220124967a67bc3db0599d10", "metadata_handling": "PNG re-encoded losslessly without ancillary metadata; decoded pixels unchanged.", "public_copy_full_decode_passed": true, "source_content_preserved": "Decoded pixels byte-identical"}], "workflow_path": "workflows/qwen-turbo-q2-02.json", "workflow_sha256": "487dfeecd5b3f3fdc3d377586fff0289dd2e0820093554d0881ca64a02fe7634", "source_workflow_canonical_sha256": "50c4f3d9f4c1212909bafbebeba5f15f3262fbe7a687e09d6363c62bc19c6986", "matched_comparison": {"q4_record": "qwen-turbo-02", "q8_record": "qwen-turbo-q8-02", "comparison_path": "qwen-turbo-q4-q8-q2-comparison.json"}}
+{"id": "qwen-turbo-q2-03", "label": "Qwen Image 2.1 Turbo Q2_K · seed 44", "group": "qwen21-turbo-q2-comparison", "kind": "image", "model_id": "qwen-turbo-q2", "model": "unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K", "seed": 44, "status": "succeeded", "accepted_result": true, "prompt": "A turquoise alpine lake beneath snowy mountains at sunrise, a yellow canoe near the shore, crisp natural landscape photograph.", "prompt_details": {"word_count": 19, "complexity": "Short landscape", "conditioning_texts": {"3.prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA turquoise alpine lake beneath snowy mountains at sunrise, a yellow canoe near the shore, crisp natural landscape photograph."}, "actual_positive_text": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA turquoise alpine lake beneath snowy mountains at sunrise, a yellow canoe near the shore, crisp natural landscape photograph."}, "parameters": {"1 UnetLoaderGGUFAdvanced": {"unet_name": "qwen-image-2.1-turbo-Q2_K.gguf", "dequant_dtype": "float32", "patch_dtype": "float32", "patch_on_device": false}, "2 CLIPLoader": {"clip_name": "qwen3vl_8b_int8_convrot.safetensors", "type": "qwen_image", "device": "cpu"}, "3 TextEncodeQwenImage21": {"negative_prompt": "", "resolution": 512}, "4 VAELoader": {"vae_name": "qwen_image_2.1_vae_bf16.safetensors"}, "5 QwenImage21Cache": {"device": "off", "dtype": "default"}, "6 PFQwenQ2WholeGeneratorSampler": {}, "7 VAEDecode": {}, "8 SaveImage": {}, "9 RandomNoise": {"noise_seed": 44}, "10 CFGGuider": {"cfg": 1.0}, "11 KSamplerSelect": {"sampler_name": "euler"}, "12 ManualSigmas": {"sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"}}, "timing": {"factory_trace_seconds": 190.664548, "comfy_server_seconds": 190.117, "stages_seconds": {"node_3_observer_receive_interval": 99.64100000000326, "node_10_observer_receive_interval": 0.01600000000325963, "node_9_observer_receive_interval": 0, "node_6_observer_receive_interval": 61.73399999999674, "node_7_observer_receive_interval": 28.67200000002049, "node_8_observer_receive_interval": 0.046999999962281436}, "limits": "Native graph, trace and observer stage times have separate boundaries. Instrumentation adds overhead."}, "cache": {"cached_nodes": ["1", "11", "12", "2", "4", "5"], "same_runtime_retained": true, "immediate_warm_claim": false, "encoder_cached": false, "context": {"native_inter_run_gap_seconds": 16.31, "only_seed_changed_from_predecessor": false, "text_changed_from_predecessor": true}}, "resources": {"sampled_summary": {"sample_count": 94, "inflight_sample_count": 93, "minimum_ram_available_bytes": 6258405376, "minimum_commit_available_bytes": 13511499776, "minimum_system_drive_free_bytes": 18542092288, "maximum_sampled_device_gpu_used_mib": 4830}, "limits": "Device-wide observations include display/other workloads; exact per-process WDDM observations are separate."}, "residency": {"logical_verified": true, "registered_parameters_and_buffers_checked": true, "strict_placement_snapshots": 11, "step_callback_count": 8, "callback_boundary": "post_denoiser_pre_euler_update", "physical_dedicated_residency_proven": false, "generator_unloaded_by_wrapper": false, "automatic_partial_or_cpu_fallback": false, "minimum_sampled_driver_free_bytes": 0, "maximum_torch_peak_allocated_bytes": 3502995456, "maximum_torch_peak_reserved_bytes": 4244635648, "actual_wddm_evidence_validated": true, "wddm_whole_graph_coverage_verified": true, "wddm_generator_coverage_verified": true, "wddm_whole_graph_window": {"coverage_failures": [], "duration_seconds": 190.11699986457825, "maximum_observed_gap_seconds": 1.0499989986419678, "sample_count": 190, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": true, "median_observed_gap_seconds": 1.0127379894256592, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4331393024, "maximum_dedicated_delta_from_idle_bytes": 4263550976, "coverage_verified": true, "boundary_before_seconds": 0.395313024520874, "boundary_after_seconds": 0.7893590927124023}, "wddm_generator_window": {"coverage_failures": [], "duration_seconds": 61.71869611740112, "maximum_observed_gap_seconds": 1.022763967514038, "sample_count": 63, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": true, "median_observed_gap_seconds": 1.01322603225708, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4331393024, "maximum_dedicated_delta_from_idle_bytes": 4263550976, "coverage_verified": true, "boundary_before_seconds": 0.8914289474487305, "boundary_after_seconds": 0.11466193199157715}, "wddm_query_error_count_total": 3, "wddm_query_errors_in_whole_graph_window": 0, "wddm_query_errors_in_generator_window": 0, "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."}, "encoding": {"encoder_cached": false, "token_truncation_verified": false}, "verification": {"full_decode": true, "checksum": true, "acknowledged": true, "trace_attachment": true, "native_experiment": true, "native_comparable_Q4_Q8_Q2_experiments": true, "independent_public_copy_decode": true, "visual_review": true, "logical_generator_placement": true, "wddm_evidence_validated": true, "wddm_whole_graph_coverage": true, "wddm_generator_window_coverage": true, "wddm_observation_coverage": true, "physical_dedicated_residency_proven": false}, "findings": ["Recognizable snow-covered mountains above a turquoise lake and dark forest.", "Lake, snowy mountains and yellow boat near shore are present.", "Mountains and foreground are grainy; mountain lighting and silhouette differ substantially from Q4/Q8.", "Yellow boat at the lower left is small, soft and hull-like, without a clearly visible canoe interior.", "No text requested or visible.", "Canoe is indistinct and partly near the frame edge; stippled mountains and soft shoreline reduce photographic detail."], "media": [{"path": "media/qwen-turbo-q2-03.png", "mime_type": "image/png", "size_bytes": 500057, "sha256": "744b7233b57986a86a14e51e390b2f340475d6b70076b5a3992fa8f3989633ce", "source_sha256": "1ec6561ac84611b8de11bf56bef85bee0888bb4f1a388056fad4a8715371b2b0", "width": 512, "height": 512, "pixel_sha256": "a14b4a59e809ea19212fab34ad7a8f315a96386fe2f18b7a6f41b2baa533f94c", "metadata_handling": "PNG re-encoded losslessly without ancillary metadata; decoded pixels unchanged.", "public_copy_full_decode_passed": true, "source_content_preserved": "Decoded pixels byte-identical"}], "workflow_path": "workflows/qwen-turbo-q2-03.json", "workflow_sha256": "cde1dc0711197626aeeeb94f2ba4172da71ef7ae0648c20193f824cb66639083", "source_workflow_canonical_sha256": "51259c01e5400f6a4d40602e5903b492eb168850af6be96fdb2479f5d35198e6", "matched_comparison": {"q4_record": "qwen-turbo-03", "q8_record": "qwen-turbo-q8-03", "comparison_path": "qwen-turbo-q4-q8-q2-comparison.json"}}
+{"id": "qwen-turbo-q2-04", "label": "Qwen Image 2.1 Turbo Q2_K · seed 45", "group": "qwen21-turbo-q2-comparison", "kind": "image", "model_id": "qwen-turbo-q2", "model": "unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K", "seed": 45, "status": "succeeded", "accepted_result": true, "prompt": "Product photograph of a matte black ceramic teapot with a warm copper handle, resting on dark slate beside two pale linen napkins. Three-quarter view, softbox lighting, crisp material detail, uncluttered background.", "prompt_details": {"word_count": 31, "complexity": "Product materials", "conditioning_texts": {"3.prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nProduct photograph of a matte black ceramic teapot with a warm copper handle, resting on dark slate beside two pale linen napkins. Three-quarter view, softbox lighting, crisp material detail, uncluttered background."}, "actual_positive_text": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nProduct photograph of a matte black ceramic teapot with a warm copper handle, resting on dark slate beside two pale linen napkins. Three-quarter view, softbox lighting, crisp material detail, uncluttered background."}, "parameters": {"1 UnetLoaderGGUFAdvanced": {"unet_name": "qwen-image-2.1-turbo-Q2_K.gguf", "dequant_dtype": "float32", "patch_dtype": "float32", "patch_on_device": false}, "2 CLIPLoader": {"clip_name": "qwen3vl_8b_int8_convrot.safetensors", "type": "qwen_image", "device": "cpu"}, "3 TextEncodeQwenImage21": {"negative_prompt": "", "resolution": 512}, "4 VAELoader": {"vae_name": "qwen_image_2.1_vae_bf16.safetensors"}, "5 QwenImage21Cache": {"device": "off", "dtype": "default"}, "6 PFQwenQ2WholeGeneratorSampler": {}, "7 VAEDecode": {}, "8 SaveImage": {}, "9 RandomNoise": {"noise_seed": 45}, "10 CFGGuider": {"cfg": 1.0}, "11 KSamplerSelect": {"sampler_name": "euler"}, "12 ManualSigmas": {"sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"}}, "timing": {"factory_trace_seconds": 192.886377, "comfy_server_seconds": 192.086, "stages_seconds": {"node_3_observer_receive_interval": 101.14000000001397, "node_10_observer_receive_interval": 0.01600000000325963, "node_9_observer_receive_interval": 0, "node_6_observer_receive_interval": 62.20299999997951, "node_7_observer_receive_interval": 28.65600000001723, "node_8_observer_receive_interval": 0.06299999996554106}, "limits": "Native graph, trace and observer stage times have separate boundaries. Instrumentation adds overhead."}, "cache": {"cached_nodes": ["1", "11", "12", "2", "4", "5"], "same_runtime_retained": true, "immediate_warm_claim": false, "encoder_cached": false, "context": {"native_inter_run_gap_seconds": 14.407, "only_seed_changed_from_predecessor": false, "text_changed_from_predecessor": true}}, "resources": {"sampled_summary": {"sample_count": 95, "inflight_sample_count": 94, "minimum_ram_available_bytes": 6501715968, "minimum_commit_available_bytes": 13526708224, "minimum_system_drive_free_bytes": 18541101056, "maximum_sampled_device_gpu_used_mib": 4826}, "limits": "Device-wide observations include display/other workloads; exact per-process WDDM observations are separate."}, "residency": {"logical_verified": true, "registered_parameters_and_buffers_checked": true, "strict_placement_snapshots": 11, "step_callback_count": 8, "callback_boundary": "post_denoiser_pre_euler_update", "physical_dedicated_residency_proven": false, "generator_unloaded_by_wrapper": false, "automatic_partial_or_cpu_fallback": false, "minimum_sampled_driver_free_bytes": 0, "maximum_torch_peak_allocated_bytes": 3504226304, "maximum_torch_peak_reserved_bytes": 4240441344, "actual_wddm_evidence_validated": true, "wddm_whole_graph_coverage_verified": true, "wddm_generator_coverage_verified": true, "wddm_whole_graph_window": {"coverage_failures": [], "duration_seconds": 192.08599996566772, "maximum_observed_gap_seconds": 1.0542349815368652, "sample_count": 192, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": true, "median_observed_gap_seconds": 1.01295804977417, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4327198720, "maximum_dedicated_delta_from_idle_bytes": 4259356672, "coverage_verified": true, "boundary_before_seconds": 0.4739398956298828, "boundary_after_seconds": 0.7147979736328125}, "wddm_generator_window": {"coverage_failures": [], "duration_seconds": 62.171566009521484, "maximum_observed_gap_seconds": 1.023535966873169, "sample_count": 63, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": true, "median_observed_gap_seconds": 1.013211965560913, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4327198720, "maximum_dedicated_delta_from_idle_bytes": 4259356672, "coverage_verified": true, "boundary_before_seconds": 0.4823570251464844, "boundary_after_seconds": 0.08394193649291992}, "wddm_query_error_count_total": 3, "wddm_query_errors_in_whole_graph_window": 0, "wddm_query_errors_in_generator_window": 0, "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."}, "encoding": {"encoder_cached": false, "token_truncation_verified": false}, "verification": {"full_decode": true, "checksum": true, "acknowledged": true, "trace_attachment": true, "native_experiment": true, "native_comparable_Q4_Q8_Q2_experiments": true, "independent_public_copy_decode": true, "visual_review": true, "logical_generator_placement": true, "wddm_evidence_validated": true, "wddm_whole_graph_coverage": true, "wddm_generator_window_coverage": true, "wddm_observation_coverage": true, "physical_dedicated_residency_proven": false}, "findings": ["Coherent black teapot product shot with a copper side handle.", "Main requested materials, neutral background and soft lighting are present; two separate linen napkins are not confidently identifiable.", "Matte black body and copper-colored handle are distinct; the dark base looks more like textured fabric/mat than stone.", "Conventional side handle, lid and short spout are coherent; no obvious fusion.", "No text requested or visible.", "Dark slate is not convincing and appears textile-like; two distinct napkins are not clearly countable."], "media": [{"path": "media/qwen-turbo-q2-04.png", "mime_type": "image/png", "size_bytes": 267845, "sha256": "003b572810983e196e3a33dbc0ddeabd3209007ef220735b694772310bc7bcc9", "source_sha256": "9a4c8e00e94434f3aa9bf500f8481643852f31d304f513e7e465dd3e7f64c974", "width": 512, "height": 512, "pixel_sha256": "8e488b67bdecfcb31861b87ea7962bcbbcd3b4f64a7e08e7f741a6220a24bf8a", "metadata_handling": "PNG re-encoded losslessly without ancillary metadata; decoded pixels unchanged.", "public_copy_full_decode_passed": true, "source_content_preserved": "Decoded pixels byte-identical"}], "workflow_path": "workflows/qwen-turbo-q2-04.json", "workflow_sha256": "273ec0c456cddb27c473b87d27daad2f6d260350b6494a4f35949f01ec848f45", "source_workflow_canonical_sha256": "e7bbaa898f384996a343acb01ca04f94a5df59628a2a7729f4d3cbc80cc9bf8d", "matched_comparison": {"q4_record": "qwen-turbo-04", "q8_record": "qwen-turbo-q8-04", "comparison_path": "qwen-turbo-q4-q8-q2-comparison.json"}}
+{"id": "qwen-turbo-q2-05", "label": "Qwen Image 2.1 Turbo Q2_K · seed 46", "group": "qwen21-turbo-q2-comparison", "kind": "image", "model_id": "qwen-turbo-q2", "model": "unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K", "seed": 46, "status": "succeeded", "accepted_result": true, "prompt": "A cozy neighborhood bakery storefront on a rainy evening. The main sign clearly reads \"MORNING BREAD\" in cream block letters. Warm light glows through the windows, a bicycle leans beside the door, wet paving reflects the orange interior, realistic street photograph.", "prompt_details": {"word_count": 41, "complexity": "Readable sign", "conditioning_texts": {"3.prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA cozy neighborhood bakery storefront on a rainy evening. The main sign clearly reads \"MORNING BREAD\" in cream block letters. Warm light glows through the windows, a bicycle leans beside the door, wet paving reflects the orange interior, realistic street photograph."}, "actual_positive_text": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA cozy neighborhood bakery storefront on a rainy evening. The main sign clearly reads \"MORNING BREAD\" in cream block letters. Warm light glows through the windows, a bicycle leans beside the door, wet paving reflects the orange interior, realistic street photograph."}, "parameters": {"1 UnetLoaderGGUFAdvanced": {"unet_name": "qwen-image-2.1-turbo-Q2_K.gguf", "dequant_dtype": "float32", "patch_dtype": "float32", "patch_on_device": false}, "2 CLIPLoader": {"clip_name": "qwen3vl_8b_int8_convrot.safetensors", "type": "qwen_image", "device": "cpu"}, "3 TextEncodeQwenImage21": {"negative_prompt": "", "resolution": 512}, "4 VAELoader": {"vae_name": "qwen_image_2.1_vae_bf16.safetensors"}, "5 QwenImage21Cache": {"device": "off", "dtype": "default"}, "6 PFQwenQ2WholeGeneratorSampler": {}, "7 VAEDecode": {}, "8 SaveImage": {}, "9 RandomNoise": {"noise_seed": 46}, "10 CFGGuider": {"cfg": 1.0}, "11 KSamplerSelect": {"sampler_name": "euler"}, "12 ManualSigmas": {"sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"}}, "timing": {"factory_trace_seconds": 192.930979, "comfy_server_seconds": 192.568, "stages_seconds": {"node_3_observer_receive_interval": 101.5, "node_10_observer_receive_interval": 0.015000000013969839, "node_9_observer_receive_interval": 0.01600000000325963, "node_6_observer_receive_interval": 62.375, "node_7_observer_receive_interval": 28.57799999997951, "node_8_observer_receive_interval": 0.061999999976251274}, "limits": "Native graph, trace and observer stage times have separate boundaries. Instrumentation adds overhead."}, "cache": {"cached_nodes": ["1", "11", "12", "2", "4", "5"], "same_runtime_retained": true, "immediate_warm_claim": false, "encoder_cached": false, "context": {"native_inter_run_gap_seconds": 23.027, "only_seed_changed_from_predecessor": false, "text_changed_from_predecessor": true}}, "resources": {"sampled_summary": {"sample_count": 95, "inflight_sample_count": 94, "minimum_ram_available_bytes": 6338473984, "minimum_commit_available_bytes": 13460717568, "minimum_system_drive_free_bytes": 18527576064, "maximum_sampled_device_gpu_used_mib": 4826}, "limits": "Device-wide observations include display/other workloads; exact per-process WDDM observations are separate."}, "residency": {"logical_verified": true, "registered_parameters_and_buffers_checked": true, "strict_placement_snapshots": 11, "step_callback_count": 8, "callback_boundary": "post_denoiser_pre_euler_update", "physical_dedicated_residency_proven": false, "generator_unloaded_by_wrapper": false, "automatic_partial_or_cpu_fallback": false, "minimum_sampled_driver_free_bytes": 0, "maximum_torch_peak_allocated_bytes": 3505619968, "maximum_torch_peak_reserved_bytes": 4240441344, "actual_wddm_evidence_validated": true, "wddm_whole_graph_coverage_verified": true, "wddm_generator_coverage_verified": true, "wddm_whole_graph_window": {"coverage_failures": [], "duration_seconds": 192.56799983978271, "maximum_observed_gap_seconds": 1.0399060249328613, "sample_count": 192, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": true, "median_observed_gap_seconds": 1.0115599632263184, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4327198720, "maximum_dedicated_delta_from_idle_bytes": 4259356672, "coverage_verified": true, "boundary_before_seconds": 0.07513117790222168, "boundary_after_seconds": 0.6024279594421387}, "wddm_generator_window": {"coverage_failures": [], "duration_seconds": 62.35402488708496, "maximum_observed_gap_seconds": 1.0207829475402832, "sample_count": 64, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": true, "median_observed_gap_seconds": 1.012315034866333, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4327198720, "maximum_dedicated_delta_from_idle_bytes": 4259356672, "coverage_verified": true, "boundary_before_seconds": 0.45925211906433105, "boundary_after_seconds": 0.9056990146636963}, "wddm_query_error_count_total": 3, "wddm_query_errors_in_whole_graph_window": 0, "wddm_query_errors_in_generator_window": 0, "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."}, "encoding": {"encoder_cached": false, "token_truncation_verified": false}, "verification": {"full_decode": true, "checksum": true, "acknowledged": true, "trace_attachment": true, "native_experiment": true, "native_comparable_Q4_Q8_Q2_experiments": true, "independent_public_copy_decode": true, "visual_review": true, "logical_generator_placement": true, "wddm_evidence_validated": true, "wddm_whole_graph_coverage": true, "wddm_generator_window_coverage": true, "wddm_observation_coverage": true, "physical_dedicated_residency_proven": false}, "findings": ["Recognizable warmly lit bakery on a wet evening with a slightly angled view.", "Requested storefront, bicycle, warm reflections and exact sign are present.", "Warm glass and wet paving are visible, with softer low-contrast detail and grain in the facade.", "Door/window geometry is generally coherent; bicycle frame and wheels are hard to separate in the dark right corner.", "MORNING BREAD is clearly readable and correctly spelled.", "Bicycle details merge into dark overlapping curves; facade/door detail is softer than the matched originals."], "media": [{"path": "media/qwen-turbo-q2-05.png", "mime_type": "image/png", "size_bytes": 426742, "sha256": "b4c0eb114173be80b501ebd5f7d952c637a7cea88a2470c2f975e94b774b1038", "source_sha256": "6df09a9db58b9e8f024e1ade12ce471eae0d1532d70cf69a226d7b34598e2480", "width": 512, "height": 512, "pixel_sha256": "3af43f1640e218ec7223d4c46a7557eb91323e97dd81c7c3ca7c9e1acc7565bd", "metadata_handling": "PNG re-encoded losslessly without ancillary metadata; decoded pixels unchanged.", "public_copy_full_decode_passed": true, "source_content_preserved": "Decoded pixels byte-identical"}], "workflow_path": "workflows/qwen-turbo-q2-05.json", "workflow_sha256": "f6ab7dc8be4e477ac43839e5bdde652abf7bced00aa38bfb9c4ce3446a8f67f7", "source_workflow_canonical_sha256": "158fae6208fb36dbb6e1b3997d5a544f43246c3a93716e5c4e06825c880be32f", "matched_comparison": {"q4_record": "qwen-turbo-05", "q8_record": "qwen-turbo-q8-05", "comparison_path": "qwen-turbo-q4-q8-q2-comparison.json"}}
+{"id": "qwen-turbo-q2-06", "label": "Qwen Image 2.1 Turbo Q2_K · seed 47", "group": "qwen21-turbo-q2-comparison", "kind": "image", "model_id": "qwen-turbo-q2", "model": "unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K", "seed": 47, "status": "succeeded", "accepted_result": true, "prompt": "A bright Victorian glass greenhouse filled with lush ferns, hanging orchids and terracotta pots. A narrow brick path curves from the bottom left toward an open green door at the far end. Morning sunlight makes geometric shadows through the iron window frames. Include a single brass watering can beside the path and misty trees beyond the glass. Architectural photograph, balanced natural colors, no people or text.", "prompt_details": {"word_count": 66, "complexity": "Botanical architecture", "conditioning_texts": {"3.prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA bright Victorian glass greenhouse filled with lush ferns, hanging orchids and terracotta pots. A narrow brick path curves from the bottom left toward an open green door at the far end. Morning sunlight makes geometric shadows through the iron window frames. Include a single brass watering can beside the path and misty trees beyond the glass. Architectural photograph, balanced natural colors, no people or text."}, "actual_positive_text": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA bright Victorian glass greenhouse filled with lush ferns, hanging orchids and terracotta pots. A narrow brick path curves from the bottom left toward an open green door at the far end. Morning sunlight makes geometric shadows through the iron window frames. Include a single brass watering can beside the path and misty trees beyond the glass. Architectural photograph, balanced natural colors, no people or text."}, "parameters": {"1 UnetLoaderGGUFAdvanced": {"unet_name": "qwen-image-2.1-turbo-Q2_K.gguf", "dequant_dtype": "float32", "patch_dtype": "float32", "patch_on_device": false}, "2 CLIPLoader": {"clip_name": "qwen3vl_8b_int8_convrot.safetensors", "type": "qwen_image", "device": "cpu"}, "3 TextEncodeQwenImage21": {"negative_prompt": "", "resolution": 512}, "4 VAELoader": {"vae_name": "qwen_image_2.1_vae_bf16.safetensors"}, "5 QwenImage21Cache": {"device": "off", "dtype": "default"}, "6 PFQwenQ2WholeGeneratorSampler": {}, "7 VAEDecode": {}, "8 SaveImage": {}, "9 RandomNoise": {"noise_seed": 47}, "10 CFGGuider": {"cfg": 1.0}, "11 KSamplerSelect": {"sampler_name": "euler"}, "12 ManualSigmas": {"sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"}}, "timing": {"factory_trace_seconds": 198.930336, "comfy_server_seconds": 196.334, "stages_seconds": {"node_3_observer_receive_interval": 104.64100000000326, "node_10_observer_receive_interval": 0.031000000017229468, "node_9_observer_receive_interval": 0.01600000000325963, "node_6_observer_receive_interval": 62.51500000001397, "node_7_observer_receive_interval": 29.04700000002049, "node_8_observer_receive_interval": 0.09399999992456287}, "limits": "Native graph, trace and observer stage times have separate boundaries. Instrumentation adds overhead."}, "cache": {"cached_nodes": ["1", "11", "12", "2", "4", "5"], "same_runtime_retained": true, "immediate_warm_claim": false, "encoder_cached": false, "context": {"native_inter_run_gap_seconds": 14.767, "only_seed_changed_from_predecessor": false, "text_changed_from_predecessor": true}}, "resources": {"sampled_summary": {"sample_count": 98, "inflight_sample_count": 97, "minimum_ram_available_bytes": 6357422080, "minimum_commit_available_bytes": 13414871040, "minimum_system_drive_free_bytes": 18539483136, "maximum_sampled_device_gpu_used_mib": 4826}, "limits": "Device-wide observations include display/other workloads; exact per-process WDDM observations are separate."}, "residency": {"logical_verified": true, "registered_parameters_and_buffers_checked": true, "strict_placement_snapshots": 11, "step_callback_count": 8, "callback_boundary": "post_denoiser_pre_euler_update", "physical_dedicated_residency_proven": false, "generator_unloaded_by_wrapper": false, "automatic_partial_or_cpu_fallback": false, "minimum_sampled_driver_free_bytes": 0, "maximum_torch_peak_allocated_bytes": 3506624512, "maximum_torch_peak_reserved_bytes": 4240441344, "actual_wddm_evidence_validated": true, "wddm_whole_graph_coverage_verified": false, "wddm_generator_coverage_verified": true, "wddm_whole_graph_window": {"coverage_failures": ["Actual successful-sample gap exceeds3s"], "duration_seconds": 196.33400011062622, "maximum_observed_gap_seconds": 6.406083106994629, "sample_count": 192, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": false, "median_observed_gap_seconds": 1.0125939846038818, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4327198720, "maximum_dedicated_delta_from_idle_bytes": 4259356672, "coverage_verified": false, "boundary_before_seconds": 1.0201048851013184, "boundary_after_seconds": 0.8647909164428711}, "wddm_generator_window": {"coverage_failures": [], "duration_seconds": 62.48014998435974, "maximum_observed_gap_seconds": 1.0224559307098389, "sample_count": 64, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": true, "median_observed_gap_seconds": 1.0138788223266602, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4327198720, "maximum_dedicated_delta_from_idle_bytes": 4259356672, "coverage_verified": true, "boundary_before_seconds": 0.47749900817871094, "boundary_after_seconds": 0.7270112037658691}, "wddm_query_error_count_total": 3, "wddm_query_errors_in_whole_graph_window": 1, "wddm_query_errors_in_generator_window": 0, "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."}, "encoding": {"encoder_cached": false, "token_truncation_verified": false}, "verification": {"full_decode": true, "checksum": true, "acknowledged": true, "trace_attachment": true, "native_experiment": true, "native_comparable_Q4_Q8_Q2_experiments": true, "independent_public_copy_decode": true, "visual_review": true, "logical_generator_placement": true, "wddm_evidence_validated": true, "wddm_whole_graph_coverage": false, "wddm_generator_window_coverage": true, "wddm_observation_coverage": false, "physical_dedicated_residency_proven": false}, "findings": ["Coherent sunlit greenhouse with benches, lush ferns, hanging pots and an open door.", "Matches glasshouse, pots, plants and a narrow path; pronounced diagonal shadows are present. Hanging orchids are not clearly identifiable, and the brass object reads more as a bucket than a watering can.", "Glass/iron and terracotta are distinguishable; foliage and window edges have conspicuous fine stippling.", "Door and roof perspective remain recognizable; thin frame lines are sometimes wavy/doubled, path is mostly straight and a watering-can spout is not visible.", "No text requested or visible.", "Brass watering can is bucket-like without a visible spout; orchid blossoms are not resolved; window/plant edges are grainy."], "media": [{"path": "media/qwen-turbo-q2-06.png", "mime_type": "image/png", "size_bytes": 675033, "sha256": "40a896dce00a40bae66e1c0ba0c98acba66813cadb5696b49baf368ee8bae914", "source_sha256": "6579e3174710dc2d8fbc0f67001467f028769066646309ebf538abd9e3d03fdc", "width": 512, "height": 512, "pixel_sha256": "a7a39b3c95e1c6bb6163fa4a92d3ca5b159f5b27e1e1610299187818b38d01d5", "metadata_handling": "PNG re-encoded losslessly without ancillary metadata; decoded pixels unchanged.", "public_copy_full_decode_passed": true, "source_content_preserved": "Decoded pixels byte-identical"}], "workflow_path": "workflows/qwen-turbo-q2-06.json", "workflow_sha256": "2135946441bc0ca1dade80acf42ed8608a5f54ffe4b6084fe0a68b4aa3859449", "source_workflow_canonical_sha256": "fe79dee0b56b629743bcd56c7466dc0ca43301658f3d6b213266706f1fa1b8c8", "matched_comparison": {"q4_record": "qwen-turbo-06", "q8_record": "qwen-turbo-q8-06", "comparison_path": "qwen-turbo-q4-q8-q2-comparison.json"}}
+{"id": "qwen-turbo-q2-07", "label": "Qwen Image 2.1 Turbo Q2_K · seed 48", "group": "qwen21-turbo-q2-comparison", "kind": "image", "model_id": "qwen-turbo-q2", "model": "unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K", "seed": 48, "status": "succeeded", "accepted_result": true, "prompt": "An editorial portrait of an adult female ceramic artist in her forties working in a sunlit pottery studio. She wears a blue linen apron over a cream shirt and calmly holds a small unfinished bowl in both hands, fingers naturally curled around the rim. Her face is clear and expressive, with a few silver strands in dark curly hair. Shelves of glazed pottery remain softly out of focus behind her. Frame from the waist upward, eye-level camera, gentle window light from the left, documentary realism.", "prompt_details": {"word_count": 85, "complexity": "Portrait / hands", "conditioning_texts": {"3.prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nAn editorial portrait of an adult female ceramic artist in her forties working in a sunlit pottery studio. She wears a blue linen apron over a cream shirt and calmly holds a small unfinished bowl in both hands, fingers naturally curled around the rim. Her face is clear and expressive, with a few silver strands in dark curly hair. Shelves of glazed pottery remain softly out of focus behind her. Frame from the waist upward, eye-level camera, gentle window light from the left, documentary realism."}, "actual_positive_text": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nAn editorial portrait of an adult female ceramic artist in her forties working in a sunlit pottery studio. She wears a blue linen apron over a cream shirt and calmly holds a small unfinished bowl in both hands, fingers naturally curled around the rim. Her face is clear and expressive, with a few silver strands in dark curly hair. Shelves of glazed pottery remain softly out of focus behind her. Frame from the waist upward, eye-level camera, gentle window light from the left, documentary realism."}, "parameters": {"1 UnetLoaderGGUFAdvanced": {"unet_name": "qwen-image-2.1-turbo-Q2_K.gguf", "dequant_dtype": "float32", "patch_dtype": "float32", "patch_on_device": false}, "2 CLIPLoader": {"clip_name": "qwen3vl_8b_int8_convrot.safetensors", "type": "qwen_image", "device": "cpu"}, "3 TextEncodeQwenImage21": {"negative_prompt": "", "resolution": 512}, "4 VAELoader": {"vae_name": "qwen_image_2.1_vae_bf16.safetensors"}, "5 QwenImage21Cache": {"device": "off", "dtype": "default"}, "6 PFQwenQ2WholeGeneratorSampler": {}, "7 VAEDecode": {}, "8 SaveImage": {}, "9 RandomNoise": {"noise_seed": 48}, "10 CFGGuider": {"cfg": 1.0}, "11 KSamplerSelect": {"sampler_name": "euler"}, "12 ManualSigmas": {"sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"}}, "timing": {"factory_trace_seconds": 198.942577, "comfy_server_seconds": 196.532, "stages_seconds": {"node_3_observer_receive_interval": 105.09400000004098, "node_10_observer_receive_interval": 0.015000000013969839, "node_9_observer_receive_interval": 0.015999999945051968, "node_6_observer_receive_interval": 62.81200000003446, "node_7_observer_receive_interval": 28.5, "node_8_observer_receive_interval": 0.0779999999795109}, "limits": "Native graph, trace and observer stage times have separate boundaries. Instrumentation adds overhead."}, "cache": {"cached_nodes": ["1", "11", "12", "2", "4", "5"], "same_runtime_retained": true, "immediate_warm_claim": false, "encoder_cached": false, "context": {"native_inter_run_gap_seconds": 23.127, "only_seed_changed_from_predecessor": false, "text_changed_from_predecessor": true}}, "resources": {"sampled_summary": {"sample_count": 98, "inflight_sample_count": 97, "minimum_ram_available_bytes": 6449410048, "minimum_commit_available_bytes": 13428981760, "minimum_system_drive_free_bytes": 18539282432, "maximum_sampled_device_gpu_used_mib": 4826}, "limits": "Device-wide observations include display/other workloads; exact per-process WDDM observations are separate."}, "residency": {"logical_verified": true, "registered_parameters_and_buffers_checked": true, "strict_placement_snapshots": 11, "step_callback_count": 8, "callback_boundary": "post_denoiser_pre_euler_update", "physical_dedicated_residency_proven": false, "generator_unloaded_by_wrapper": false, "automatic_partial_or_cpu_fallback": false, "minimum_sampled_driver_free_bytes": 0, "maximum_torch_peak_allocated_bytes": 3508611072, "maximum_torch_peak_reserved_bytes": 4240441344, "actual_wddm_evidence_validated": true, "wddm_whole_graph_coverage_verified": true, "wddm_generator_coverage_verified": true, "wddm_whole_graph_window": {"coverage_failures": [], "duration_seconds": 196.53199982643127, "maximum_observed_gap_seconds": 1.0469169616699219, "sample_count": 197, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": true, "median_observed_gap_seconds": 1.0124080181121826, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4327198720, "maximum_dedicated_delta_from_idle_bytes": 4259356672, "coverage_verified": true, "boundary_before_seconds": 1.0112590789794922, "boundary_after_seconds": 0.7042651176452637}, "wddm_generator_window": {"coverage_failures": [], "duration_seconds": 62.79995894432068, "maximum_observed_gap_seconds": 1.029505968093872, "sample_count": 64, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": true, "median_observed_gap_seconds": 1.0130598545074463, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4327198720, "maximum_dedicated_delta_from_idle_bytes": 4259356672, "coverage_verified": true, "boundary_before_seconds": 0.010010004043579102, "boundary_after_seconds": 0.9628779888153076}, "wddm_query_error_count_total": 3, "wddm_query_errors_in_whole_graph_window": 0, "wddm_query_errors_in_generator_window": 0, "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."}, "encoding": {"encoder_cached": false, "token_truncation_verified": false}, "verification": {"full_decode": true, "checksum": true, "acknowledged": true, "trace_attachment": true, "native_experiment": true, "native_comparable_Q4_Q8_Q2_experiments": true, "independent_public_copy_decode": true, "visual_review": true, "logical_generator_placement": true, "wddm_evidence_validated": true, "wddm_whole_graph_coverage": true, "wddm_generator_window_coverage": true, "wddm_observation_coverage": true, "physical_dedicated_residency_proven": false}, "findings": ["Recognizable adult artist holding a ceramic bowl in a pottery studio.", "Blue apron, cream shirt, curly dark hair, bowl and softly blurred pottery shelves match; silver strands and precise rim grip are not distinct.", "Face, linen and ceramic remain separable, but skin/hair and hands are softer than the two matched originals.", "The bowl is supported partly underneath; fingers and hand edges blend together, and small facial/eye details are smeared.", "No text requested or visible.", "Finger separation is weak, especially under the bowl; facial/eye detail is soft; the requested silver strands and rim grip are not clearly shown."], "media": [{"path": "media/qwen-turbo-q2-07.png", "mime_type": "image/png", "size_bytes": 419399, "sha256": "bc0c5eecd40aced92a3944789a8a53d98ad99e4b0c8d442bbc74369d244ee92a", "source_sha256": "791d4c49d4da135b6af93c0b8ef255fb6c52f59357da1a5e75b2ebc5bd40e103", "width": 512, "height": 512, "pixel_sha256": "5fd4fd0fe5f6aef34f48f9e650f5d98d1d12ac40a76948d2626780dbbc239190", "metadata_handling": "PNG re-encoded losslessly without ancillary metadata; decoded pixels unchanged.", "public_copy_full_decode_passed": true, "source_content_preserved": "Decoded pixels byte-identical"}], "workflow_path": "workflows/qwen-turbo-q2-07.json", "workflow_sha256": "4182f185c77beecf9f24d5f8a3f5e111a0c2efaa16ea6926410455773859c6eb", "source_workflow_canonical_sha256": "bb2093c212a8aa1c2b9a619dba901657ca66660bd1b5dd8482c06fc545b0e0e1", "matched_comparison": {"q4_record": "qwen-turbo-07", "q8_record": "qwen-turbo-q8-07", "comparison_path": "qwen-turbo-q4-q8-q2-comparison.json"}}
+{"id": "qwen-turbo-q2-08", "label": "Qwen Image 2.1 Turbo Q2_K · seed 49", "group": "qwen21-turbo-q2-comparison", "kind": "image", "model_id": "qwen-turbo-q2", "model": "unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K", "seed": 49, "status": "succeeded", "accepted_result": true, "prompt": "A charming small brass robot with a round glass head stands on a wooden step stool inside an enormous old library, carefully returning a red book to a high shelf. The robot has two articulated arms and three visible fingers on each hand. A tiny blue mechanical bird perches on its shoulder. Bookshelves curve toward a domed ceiling painted with constellations; the far aisle is illuminated by warm amber lamps. Render as a detailed hand-painted storybook illustration with teal shadows, golden highlights and a clear focal point. Keep the robot, stool and book visibly separate, with no extra limbs, no captions and no written lettering.", "prompt_details": {"word_count": 105, "complexity": "Stylized story scene", "conditioning_texts": {"3.prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA charming small brass robot with a round glass head stands on a wooden step stool inside an enormous old library, carefully returning a red book to a high shelf. The robot has two articulated arms and three visible fingers on each hand. A tiny blue mechanical bird perches on its shoulder. Bookshelves curve toward a domed ceiling painted with constellations; the far aisle is illuminated by warm amber lamps. Render as a detailed hand-painted storybook illustration with teal shadows, golden highlights and a clear focal point. Keep the robot, stool and book visibly separate, with no extra limbs, no captions and no written lettering."}, "actual_positive_text": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA charming small brass robot with a round glass head stands on a wooden step stool inside an enormous old library, carefully returning a red book to a high shelf. The robot has two articulated arms and three visible fingers on each hand. A tiny blue mechanical bird perches on its shoulder. Bookshelves curve toward a domed ceiling painted with constellations; the far aisle is illuminated by warm amber lamps. Render as a detailed hand-painted storybook illustration with teal shadows, golden highlights and a clear focal point. Keep the robot, stool and book visibly separate, with no extra limbs, no captions and no written lettering."}, "parameters": {"1 UnetLoaderGGUFAdvanced": {"unet_name": "qwen-image-2.1-turbo-Q2_K.gguf", "dequant_dtype": "float32", "patch_dtype": "float32", "patch_on_device": false}, "2 CLIPLoader": {"clip_name": "qwen3vl_8b_int8_convrot.safetensors", "type": "qwen_image", "device": "cpu"}, "3 TextEncodeQwenImage21": {"negative_prompt": "", "resolution": 512}, "4 VAELoader": {"vae_name": "qwen_image_2.1_vae_bf16.safetensors"}, "5 QwenImage21Cache": {"device": "off", "dtype": "default"}, "6 PFQwenQ2WholeGeneratorSampler": {}, "7 VAEDecode": {}, "8 SaveImage": {}, "9 RandomNoise": {"noise_seed": 49}, "10 CFGGuider": {"cfg": 1.0}, "11 KSamplerSelect": {"sampler_name": "euler"}, "12 ManualSigmas": {"sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"}}, "timing": {"factory_trace_seconds": 201.828697, "comfy_server_seconds": 200.972, "stages_seconds": {"node_3_observer_receive_interval": 105.82799999997951, "node_10_observer_receive_interval": 0, "node_9_observer_receive_interval": 0.015000000013969839, "node_6_observer_receive_interval": 66.25, "node_7_observer_receive_interval": 28.78200000000652, "node_8_observer_receive_interval": 0.0779999999795109}, "limits": "Native graph, trace and observer stage times have separate boundaries. Instrumentation adds overhead."}, "cache": {"cached_nodes": ["1", "11", "12", "2", "4", "5"], "same_runtime_retained": true, "immediate_warm_claim": false, "encoder_cached": false, "context": {"native_inter_run_gap_seconds": 27.689, "only_seed_changed_from_predecessor": false, "text_changed_from_predecessor": true}}, "resources": {"sampled_summary": {"sample_count": 99, "inflight_sample_count": 98, "minimum_ram_available_bytes": 6506614784, "minimum_commit_available_bytes": 13419515904, "minimum_system_drive_free_bytes": 18554941440, "maximum_sampled_device_gpu_used_mib": 4824}, "limits": "Device-wide observations include display/other workloads; exact per-process WDDM observations are separate."}, "residency": {"logical_verified": true, "registered_parameters_and_buffers_checked": true, "strict_placement_snapshots": 11, "step_callback_count": 8, "callback_boundary": "post_denoiser_pre_euler_update", "physical_dedicated_residency_proven": false, "generator_unloaded_by_wrapper": false, "automatic_partial_or_cpu_fallback": false, "minimum_sampled_driver_free_bytes": 0, "maximum_torch_peak_allocated_bytes": 3510944768, "maximum_torch_peak_reserved_bytes": 4238344192, "actual_wddm_evidence_validated": true, "wddm_whole_graph_coverage_verified": true, "wddm_generator_coverage_verified": true, "wddm_whole_graph_window": {"coverage_failures": [], "duration_seconds": 200.97199988365173, "maximum_observed_gap_seconds": 1.0361950397491455, "sample_count": 201, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": true, "median_observed_gap_seconds": 1.0128964185714722, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4325101568, "maximum_dedicated_delta_from_idle_bytes": 4257259520, "coverage_verified": true, "boundary_before_seconds": 0.6795389652252197, "boundary_after_seconds": 0.8231890201568604}, "wddm_generator_window": {"coverage_failures": [], "duration_seconds": 66.23333787918091, "maximum_observed_gap_seconds": 1.0228350162506104, "sample_count": 67, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": true, "median_observed_gap_seconds": 1.0129034519195557, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4325101568, "maximum_dedicated_delta_from_idle_bytes": 4257259520, "coverage_verified": true, "boundary_before_seconds": 0.1861891746520996, "boundary_after_seconds": 0.3822910785675049}, "wddm_query_error_count_total": 3, "wddm_query_errors_in_whole_graph_window": 0, "wddm_query_errors_in_generator_window": 0, "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."}, "encoding": {"encoder_cached": false, "token_truncation_verified": false}, "verification": {"full_decode": true, "checksum": true, "acknowledged": true, "trace_attachment": true, "native_experiment": true, "native_comparable_Q4_Q8_Q2_experiments": true, "independent_public_copy_decode": true, "visual_review": true, "logical_generator_placement": true, "wddm_evidence_validated": true, "wddm_whole_graph_coverage": true, "wddm_generator_window_coverage": true, "wddm_observation_coverage": true, "physical_dedicated_residency_proven": false}, "findings": ["Readable brass robot in a tall old illustrated library, reaching toward a red book above a wooden stool.", "Brass body, round glass-fronted head, red book, blue shoulder detail, stool and warm lamps are present. A distinct blue bird and ceiling constellations are not confidently resolved.", "Brass, glass and wood are visually distinct in an etched/painterly style with strong line texture.", "Arms are recognizable, but exact three-finger counts are unclear. Feet are not clearly visible on the stool; the lower legs merge into the region behind the seat.", "No captions or readable lettering are visible.", "Feet/standing support on the stool are ambiguous; exact three fingers per hand are not clearly shown.", "Blue shoulder form is less clearly bird-like than the matched originals; constellations are not distinct."], "media": [{"path": "media/qwen-turbo-q2-08.png", "mime_type": "image/png", "size_bytes": 547451, "sha256": "45db3003f22fa429feff2b83ceee33b6d498d13add838a2233921922f9694616", "source_sha256": "e3065dea5f94eae6dc8cd9edbf08594f2595851b89489070a9ac0304d55d7edf", "width": 512, "height": 512, "pixel_sha256": "745fa8edc5e03c1920431a1a120e9607889e6f61d44ed8eaa42255590003ba1e", "metadata_handling": "PNG re-encoded losslessly without ancillary metadata; decoded pixels unchanged.", "public_copy_full_decode_passed": true, "source_content_preserved": "Decoded pixels byte-identical"}], "workflow_path": "workflows/qwen-turbo-q2-08.json", "workflow_sha256": "a77f6efd575ea0a5fc00e38e315947c56a15207cb33d968285c5c3b9d8dcb771", "source_workflow_canonical_sha256": "0e4f3a5186944c12d11ffdf5bc72c29dbfd8997776423f3990dd0e1666937784", "matched_comparison": {"q4_record": "qwen-turbo-08", "q8_record": "qwen-turbo-q8-08", "comparison_path": "qwen-turbo-q4-q8-q2-comparison.json"}}
+{"id": "qwen-turbo-q2-09", "label": "Qwen Image 2.1 Turbo Q2_K · seed 50", "group": "qwen21-turbo-q2-comparison", "kind": "image", "model_id": "qwen-turbo-q2", "model": "unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K", "seed": 50, "status": "succeeded", "accepted_result": true, "prompt": "A detailed travel photograph of a lively Mediterranean open-air produce market in early morning. In the foreground, three wooden crates hold red tomatoes, striped eggplants and yellow lemons, each type kept in its own crate. An adult vendor wearing a plain white shirt stands behind the stall, handing a small paper bag to an adult customer in a green jacket. A striped blue-and-white canopy casts cool shade over the stall. Beyond them, a narrow pedestrian street slopes toward a distant harbor with two white sailboats. Warm sunlight touches the upper walls but the foreground remains softly shaded. Compose the scene in layers with natural human proportions, believable hands, clear separation between people, baskets and produce, and rich but realistic color. Avoid artificial lens flares, watermarks and unreadable signs.", "prompt_details": {"word_count": 128, "complexity": "Crowded composition", "conditioning_texts": {"3.prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA detailed travel photograph of a lively Mediterranean open-air produce market in early morning. In the foreground, three wooden crates hold red tomatoes, striped eggplants and yellow lemons, each type kept in its own crate. An adult vendor wearing a plain white shirt stands behind the stall, handing a small paper bag to an adult customer in a green jacket. A striped blue-and-white canopy casts cool shade over the stall. Beyond them, a narrow pedestrian street slopes toward a distant harbor with two white sailboats. Warm sunlight touches the upper walls but the foreground remains softly shaded. Compose the scene in layers with natural human proportions, believable hands, clear separation between people, baskets and produce, and rich but realistic color. Avoid artificial lens flares, watermarks and unreadable signs."}, "actual_positive_text": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA detailed travel photograph of a lively Mediterranean open-air produce market in early morning. In the foreground, three wooden crates hold red tomatoes, striped eggplants and yellow lemons, each type kept in its own crate. An adult vendor wearing a plain white shirt stands behind the stall, handing a small paper bag to an adult customer in a green jacket. A striped blue-and-white canopy casts cool shade over the stall. Beyond them, a narrow pedestrian street slopes toward a distant harbor with two white sailboats. Warm sunlight touches the upper walls but the foreground remains softly shaded. Compose the scene in layers with natural human proportions, believable hands, clear separation between people, baskets and produce, and rich but realistic color. Avoid artificial lens flares, watermarks and unreadable signs."}, "parameters": {"1 UnetLoaderGGUFAdvanced": {"unet_name": "qwen-image-2.1-turbo-Q2_K.gguf", "dequant_dtype": "float32", "patch_dtype": "float32", "patch_on_device": false}, "2 CLIPLoader": {"clip_name": "qwen3vl_8b_int8_convrot.safetensors", "type": "qwen_image", "device": "cpu"}, "3 TextEncodeQwenImage21": {"negative_prompt": "", "resolution": 512}, "4 VAELoader": {"vae_name": "qwen_image_2.1_vae_bf16.safetensors"}, "5 QwenImage21Cache": {"device": "off", "dtype": "default"}, "6 PFQwenQ2WholeGeneratorSampler": {}, "7 VAEDecode": {}, "8 SaveImage": {}, "9 RandomNoise": {"noise_seed": 50}, "10 CFGGuider": {"cfg": 1.0}, "11 KSamplerSelect": {"sampler_name": "euler"}, "12 ManualSigmas": {"sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"}}, "timing": {"factory_trace_seconds": 204.987736, "comfy_server_seconds": 204.134, "stages_seconds": {"node_3_observer_receive_interval": 108.5, "node_10_observer_receive_interval": 0, "node_9_observer_receive_interval": 0.01600000006146729, "node_6_observer_receive_interval": 66.35899999993853, "node_7_observer_receive_interval": 29.125, "node_8_observer_receive_interval": 0.06299999996554106}, "limits": "Native graph, trace and observer stage times have separate boundaries. Instrumentation adds overhead."}, "cache": {"cached_nodes": ["1", "11", "12", "2", "4", "5"], "same_runtime_retained": true, "immediate_warm_claim": false, "encoder_cached": false, "context": {"native_inter_run_gap_seconds": 29.696, "only_seed_changed_from_predecessor": false, "text_changed_from_predecessor": true}}, "resources": {"sampled_summary": {"sample_count": 101, "inflight_sample_count": 100, "minimum_ram_available_bytes": 6564458496, "minimum_commit_available_bytes": 13469601792, "minimum_system_drive_free_bytes": 18553696256, "maximum_sampled_device_gpu_used_mib": 4824}, "limits": "Device-wide observations include display/other workloads; exact per-process WDDM observations are separate."}, "residency": {"logical_verified": true, "registered_parameters_and_buffers_checked": true, "strict_placement_snapshots": 11, "step_callback_count": 8, "callback_boundary": "post_denoiser_pre_euler_update", "physical_dedicated_residency_proven": false, "generator_unloaded_by_wrapper": false, "automatic_partial_or_cpu_fallback": false, "minimum_sampled_driver_free_bytes": 0, "maximum_torch_peak_allocated_bytes": 3511954432, "maximum_torch_peak_reserved_bytes": 4238344192, "actual_wddm_evidence_validated": true, "wddm_whole_graph_coverage_verified": true, "wddm_generator_coverage_verified": true, "wddm_whole_graph_window": {"coverage_failures": [], "duration_seconds": 204.1340000629425, "maximum_observed_gap_seconds": 1.0472609996795654, "sample_count": 204, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": true, "median_observed_gap_seconds": 1.0125501155853271, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4325101568, "maximum_dedicated_delta_from_idle_bytes": 4257259520, "coverage_verified": true, "boundary_before_seconds": 0.5481951236724854, "boundary_after_seconds": 0.6634769439697266}, "wddm_generator_window": {"coverage_failures": [], "duration_seconds": 66.34918999671936, "maximum_observed_gap_seconds": 1.0276000499725342, "sample_count": 68, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": true, "median_observed_gap_seconds": 1.0128090381622314, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4325101568, "maximum_dedicated_delta_from_idle_bytes": 4257259520, "coverage_verified": true, "boundary_before_seconds": 0.9175951480865479, "boundary_after_seconds": 0.5098450183868408}, "wddm_query_error_count_total": 3, "wddm_query_errors_in_whole_graph_window": 0, "wddm_query_errors_in_generator_window": 0, "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."}, "encoding": {"encoder_cached": false, "token_truncation_verified": false}, "verification": {"full_decode": true, "checksum": true, "acknowledged": true, "trace_attachment": true, "native_experiment": true, "native_comparable_Q4_Q8_Q2_experiments": true, "independent_public_copy_decode": true, "visual_review": true, "logical_generator_placement": true, "wddm_evidence_validated": true, "wddm_whole_graph_coverage": true, "wddm_generator_window_coverage": true, "wddm_observation_coverage": true, "physical_dedicated_residency_proven": false}, "findings": ["Recognizable outdoor produce stall with three crates and several adults under a blue-and-white canopy.", "Tomatoes, eggplants and lemons are separated into crates; vendor wears white and green outerwear is present. A large extra foreground figure obscures much of the right side and harbor; the requested paper-bag transfer is not distinct.", "Produce and wood are recognizable, but canopy, faces and clothing have soft painterly/stippled detail rather than crisp photographic texture.", "The exchanging hands merge into an indistinct cluster, with no cleanly separated bag. Three people appear, including an additional large green-jacketed back-facing figure.", "No clearly readable signs or labels are visible.", "Paper bag and hands are not cleanly separated.", "Additional foreground person crowds the scene and obscures the harbor; exact two sailboats cannot be verified.", "Fine face/canopy detail is soft and painterly."], "media": [{"path": "media/qwen-turbo-q2-09.png", "mime_type": "image/png", "size_bytes": 471548, "sha256": "39c07e9e480d635b9e5a0023f87be29816db039fcce5ceda4299d8759bbdd500", "source_sha256": "28aee55010f8ea95464c8b2a262a0aa8f87523ee94ce2d5c32a8408f1f73694d", "width": 512, "height": 512, "pixel_sha256": "5d5f20c994fde16ebf5178872ed468f5c560150544c8a97aa6c24af220e6125d", "metadata_handling": "PNG re-encoded losslessly without ancillary metadata; decoded pixels unchanged.", "public_copy_full_decode_passed": true, "source_content_preserved": "Decoded pixels byte-identical"}], "workflow_path": "workflows/qwen-turbo-q2-09.json", "workflow_sha256": "7535b3bb456848968bfec93102baa5dbb332b2e6e39de21f2b15aff678bcf0a9", "source_workflow_canonical_sha256": "cff6715c70c1e5a473e52223bfdbcf3a3aad457bc98344051fd99f956947b7df", "matched_comparison": {"q4_record": "qwen-turbo-09", "q8_record": "qwen-turbo-q8-09", "comparison_path": "qwen-turbo-q4-q8-q2-comparison.json"}}
+{"id": "qwen-turbo-q2-10", "label": "Qwen Image 2.1 Turbo Q2_K · seed 51", "group": "qwen21-turbo-q2-comparison", "kind": "image", "model_id": "qwen-turbo-q2", "model": "unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K", "seed": 51, "status": "succeeded", "accepted_result": true, "prompt": "Create a highly detailed cinematic architectural illustration of a remote mountain observatory at blue hour after a light snowfall. The building occupies the right two-thirds of the square image: a circular pale-stone base supports one weathered copper dome, whose open viewing slit points toward the upper left. A narrow exterior staircase with dark iron handrails climbs from a small lower entrance to a balcony; every step has a thin undisturbed layer of snow. One adult astronomer in a dark red winter coat stands on the balcony with a small white notebook held closed in one gloved hand, looking toward the sky. Place a warm amber lamp immediately above the entrance, creating a pool of light on the stone without illuminating the whole landscape. In the lower left foreground, a crooked pine tree and two exposed granite rocks frame a winding path that leads toward the building. Behind the observatory, show distant mountain ridges fading from slate blue into violet mist. The sky contains scattered sharp stars and a faint natural Milky Way band, with no oversized planets or fantasy moons. Balance warm interior light against cold ambient snow light, use physically plausible perspective, careful separation of the staircase rails and the figure, and visible differences between copper, stone, glass, fabric and snow. The final scene should feel quiet, inhabited and believable. Do not add titles, labels, logos, watermarks, extra people, extra domes or duplicate staircases.", "prompt_details": {"word_count": 235, "complexity": "Elaborate constraints", "conditioning_texts": {"3.prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nCreate a highly detailed cinematic architectural illustration of a remote mountain observatory at blue hour after a light snowfall. The building occupies the right two-thirds of the square image: a circular pale-stone base supports one weathered copper dome, whose open viewing slit points toward the upper left. A narrow exterior staircase with dark iron handrails climbs from a small lower entrance to a balcony; every step has a thin undisturbed layer of snow. One adult astronomer in a dark red winter coat stands on the balcony with a small white notebook held closed in one gloved hand, looking toward the sky. Place a warm amber lamp immediately above the entrance, creating a pool of light on the stone without illuminating the whole landscape. In the lower left foreground, a crooked pine tree and two exposed granite rocks frame a winding path that leads toward the building. Behind the observatory, show distant mountain ridges fading from slate blue into violet mist. The sky contains scattered sharp stars and a faint natural Milky Way band, with no oversized planets or fantasy moons. Balance warm interior light against cold ambient snow light, use physically plausible perspective, careful separation of the staircase rails and the figure, and visible differences between copper, stone, glass, fabric and snow. The final scene should feel quiet, inhabited and believable. Do not add titles, labels, logos, watermarks, extra people, extra domes or duplicate staircases."}, "actual_positive_text": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nCreate a highly detailed cinematic architectural illustration of a remote mountain observatory at blue hour after a light snowfall. The building occupies the right two-thirds of the square image: a circular pale-stone base supports one weathered copper dome, whose open viewing slit points toward the upper left. A narrow exterior staircase with dark iron handrails climbs from a small lower entrance to a balcony; every step has a thin undisturbed layer of snow. One adult astronomer in a dark red winter coat stands on the balcony with a small white notebook held closed in one gloved hand, looking toward the sky. Place a warm amber lamp immediately above the entrance, creating a pool of light on the stone without illuminating the whole landscape. In the lower left foreground, a crooked pine tree and two exposed granite rocks frame a winding path that leads toward the building. Behind the observatory, show distant mountain ridges fading from slate blue into violet mist. The sky contains scattered sharp stars and a faint natural Milky Way band, with no oversized planets or fantasy moons. Balance warm interior light against cold ambient snow light, use physically plausible perspective, careful separation of the staircase rails and the figure, and visible differences between copper, stone, glass, fabric and snow. The final scene should feel quiet, inhabited and believable. Do not add titles, labels, logos, watermarks, extra people, extra domes or duplicate staircases."}, "parameters": {"1 UnetLoaderGGUFAdvanced": {"unet_name": "qwen-image-2.1-turbo-Q2_K.gguf", "dequant_dtype": "float32", "patch_dtype": "float32", "patch_on_device": false}, "2 CLIPLoader": {"clip_name": "qwen3vl_8b_int8_convrot.safetensors", "type": "qwen_image", "device": "cpu"}, "3 TextEncodeQwenImage21": {"negative_prompt": "", "resolution": 512}, "4 VAELoader": {"vae_name": "qwen_image_2.1_vae_bf16.safetensors"}, "5 QwenImage21Cache": {"device": "off", "dtype": "default"}, "6 PFQwenQ2WholeGeneratorSampler": {}, "7 VAEDecode": {}, "8 SaveImage": {}, "9 RandomNoise": {"noise_seed": 51}, "10 CFGGuider": {"cfg": 1.0}, "11 KSamplerSelect": {"sampler_name": "euler"}, "12 ManualSigmas": {"sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"}}, "timing": {"factory_trace_seconds": 219.910558, "comfy_server_seconds": 217.85, "stages_seconds": {"node_3_observer_receive_interval": 116.32800000009593, "node_10_observer_receive_interval": 0, "node_9_observer_receive_interval": 0, "node_6_observer_receive_interval": 72.60899999993853, "node_7_observer_receive_interval": 28.82799999997951, "node_8_observer_receive_interval": 0.07900000002700835}, "limits": "Native graph, trace and observer stage times have separate boundaries. Instrumentation adds overhead."}, "cache": {"cached_nodes": ["1", "11", "12", "2", "4", "5"], "same_runtime_retained": true, "immediate_warm_claim": false, "encoder_cached": false, "context": {"native_inter_run_gap_seconds": 22.358, "only_seed_changed_from_predecessor": false, "text_changed_from_predecessor": true}}, "resources": {"sampled_summary": {"sample_count": 108, "inflight_sample_count": 107, "minimum_ram_available_bytes": 6545543168, "minimum_commit_available_bytes": 13439905792, "minimum_system_drive_free_bytes": 18553393152, "maximum_sampled_device_gpu_used_mib": 4846}, "limits": "Device-wide observations include display/other workloads; exact per-process WDDM observations are separate."}, "residency": {"logical_verified": true, "registered_parameters_and_buffers_checked": true, "strict_placement_snapshots": 11, "step_callback_count": 8, "callback_boundary": "post_denoiser_pre_euler_update", "physical_dedicated_residency_proven": false, "generator_unloaded_by_wrapper": false, "automatic_partial_or_cpu_fallback": false, "minimum_sampled_driver_free_bytes": 0, "maximum_torch_peak_allocated_bytes": 3520192512, "maximum_torch_peak_reserved_bytes": 4261412864, "actual_wddm_evidence_validated": true, "wddm_whole_graph_coverage_verified": false, "wddm_generator_coverage_verified": false, "wddm_whole_graph_window": {"coverage_failures": ["Actual successful-sample gap exceeds3s"], "duration_seconds": 217.85000014305115, "maximum_observed_gap_seconds": 6.074722051620483, "sample_count": 212, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": false, "median_observed_gap_seconds": 1.0130879878997803, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4348170240, "maximum_dedicated_delta_from_idle_bytes": 4280328192, "coverage_verified": false, "boundary_before_seconds": 0.48005199432373047, "boundary_after_seconds": 0.1690659523010254}, "wddm_generator_window": {"coverage_failures": ["Actual successful-sample gap exceeds3s"], "duration_seconds": 72.58504915237427, "maximum_observed_gap_seconds": 6.074722051620483, "sample_count": 69, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": false, "median_observed_gap_seconds": 1.0129915475845337, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4348170240, "maximum_dedicated_delta_from_idle_bytes": 4280328192, "coverage_verified": false, "boundary_before_seconds": 0.4016430377960205, "boundary_after_seconds": 0.7757158279418945}, "wddm_query_error_count_total": 3, "wddm_query_errors_in_whole_graph_window": 1, "wddm_query_errors_in_generator_window": 1, "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."}, "encoding": {"encoder_cached": false, "token_truncation_verified": false}, "verification": {"full_decode": true, "checksum": true, "acknowledged": true, "trace_attachment": true, "native_experiment": true, "native_comparable_Q4_Q8_Q2_experiments": true, "independent_public_copy_decode": true, "visual_review": true, "logical_generator_placement": true, "wddm_evidence_validated": true, "wddm_whole_graph_coverage": false, "wddm_generator_window_coverage": false, "wddm_observation_coverage": false, "physical_dedicated_residency_proven": false}, "findings": ["Recognizable quiet observatory at blue hour with one dome, red-coated figure, stairs and foreground pine/rocks.", "Most major architectural and lighting elements are present, including the warm lamp and snow-covered steps. Sharp stars and a Milky Way band are not clearly visible; the small notebook-like object is not clearly closed.", "Copper-colored dome, stone, snow and fabric remain distinguishable; thin edges and dark surfaces are strongly stippled.", "One staircase and balcony are readable, but railings have wavy/overlapping fine lines and the figure/hand/notebook details are compressed.", "No titles, labels or readable lettering are visible.", "Requested stars and Milky Way are not resolved.", "Balcony/stair railing detail is wavy and tangled; exact notebook state is unclear."], "media": [{"path": "media/qwen-turbo-q2-10.png", "mime_type": "image/png", "size_bytes": 414231, "sha256": "c8e09799d7d8e756e3221a2f7754525d504e0e0c355763120571b5e52d092a37", "source_sha256": "65c2fea2707a6ebc008ab1c6956867214f2f0a925fb51fe349e14a75738ae09c", "width": 512, "height": 512, "pixel_sha256": "1b62142ca270b4cad3505ea0f9692088965e9fd6eb75375625699ed2a9ca39cd", "metadata_handling": "PNG re-encoded losslessly without ancillary metadata; decoded pixels unchanged.", "public_copy_full_decode_passed": true, "source_content_preserved": "Decoded pixels byte-identical"}], "workflow_path": "workflows/qwen-turbo-q2-10.json", "workflow_sha256": "f744448a017d44de87de6093b0fd7df320cf2d97e67cf1c76d6f3e7a38ba9a64", "source_workflow_canonical_sha256": "d5a5fd5c4b3ec35a6b95aa853d2344d37f01dd428f9faccc2b077e9f6426040e", "matched_comparison": {"q4_record": "qwen-turbo-10", "q8_record": "qwen-turbo-q8-10", "comparison_path": "qwen-turbo-q4-q8-q2-comparison.json"}}
 {"id": "wan-failure-01", "label": "Wan2.1 T2V 1.3B · cancelled", "group": "wan21-small-v1", "kind": "video", "model_id": "wan", "model": "Wan-AI/Wan2.1-T2V-1.3B", "seed": 43, "status": "cancelled", "accepted_result": false, "prompt": null, "prompt_details": {"last_known_brief_description": "A blue ceramic fox figurine on a desk beside a plant, with requested camera movement.", "exact_request_text_verified": false, "source": "Retained baseline discussion/approved template; exact submitted manifest not available in the local evidence projection."}, "parameters": {"width": 512, "height": 320, "frames": 81, "fps": 16, "template": "wan21-13b-text-v1", "steps": 20, "cfg": 5, "sampler": "uni_pc", "scheduler": "simple", "math": "FP32", "generator_storage": "BF16 source checkpoint", "placement": "low-VRAM generator, CPU encoder and decoder"}, "timing": {"factory_trace_seconds": null, "stages_seconds": {}, "limits": "No completed output or completed duration; completed stage observations do not establish delivered video."}, "cache": {"immediate_warm_claim": false}, "resources": {"measurement_gap": "No complete per-request RAM/VRAM extrema summary retained in this public projection; failure-specific allocation/guard limits appear in findings."}, "verification": {"full_decode": false, "checksum": false, "acknowledged": false, "trace_attachment": false, "native_experiment": false, "quality_scope": "No accepted media."}, "findings": ["User cancelled the slow FP32 baseline repeat and requested Q8 next."], "media": []}
 {"id": "ltx-failure-01", "label": "LTX-Video 2B 0.9.8 distilled Q8_0 · cancelled", "group": "ltxv2b-q8-text-v1", "kind": "video", "model_id": "ltx", "model": "Lightricks/LTX-Video:2B-0.9.8-distilled-Q8_0", "seed": 42, "status": "cancelled", "accepted_result": false, "prompt": "A realistic red fox walks steadily across a snowy clearing from the left side of the frame to the right. Show the fox in full body from the side. Its four legs visibly alternate with each walking step, its body advances across the ground, and its bushy tail swings gently. Near the end the fox stops walking and turns its head toward the camera. The camera stays completely fixed in one wide shot. Continuous visible animal movement throughout the walk. Natural daylight, realistic anatomy, one continuous five-second shot, no cuts, no text.", "prompt_details": {"source": "Saved submitted-run ledger."}, "parameters": {"width": 512, "height": 320, "frames": 121, "fps": 24, "template": "ltxv2b-q8-text-v1", "steps": 8, "cfg": 1, "sampler": "euler", "sigmas": "1.0,0.9937,0.9875,0.9812,0.975,0.9094,0.725,0.4219,0.0", "math": "FP32"}, "timing": {"factory_trace_seconds": null, "stages_seconds": {"generation_stage_seconds": 79.98499999998603, "decoder_stage_seconds": 46.48399999999674, "text_encoder": 44.578}, "limits": "No completed output or completed duration; completed stage observations do not establish delivered video."}, "cache": {"immediate_warm_claim": null}, "resources": {"measurement_gap": "No complete per-request RAM/VRAM extrema summary retained in this public projection; failure-specific allocation/guard limits appear in findings."}, "verification": {"full_decode": false, "checksum": false, "acknowledged": false, "trace_attachment": false, "native_experiment": false, "quality_scope": "No accepted media."}, "findings": ["system drive free below6GiB; overlappingCPUCogloaderpreflight also active; avoid overlapping setup in retry"], "media": []}
 {"id": "ltx-failure-02", "label": "LTX-Video 2B 0.9.8 distilled Q8_0 · cancelled", "group": "ltxv2b-q8-text-v2", "kind": "video", "model_id": "ltx", "model": "Lightricks/LTX-Video:2B-0.9.8-distilled-Q8_0", "seed": 42, "status": "cancelled", "accepted_result": false, "prompt": "A realistic red fox walks steadily across a snowy clearing from the left side of the frame to the right. Show the fox in full body from the side. Its four legs visibly alternate with each walking step, its body advances across the ground, and its bushy tail swings gently. Near the end the fox stops walking and turns its head toward the camera. The camera stays completely fixed in one wide shot. Continuous visible animal movement throughout the walk. Natural daylight, realistic anatomy, one continuous five-second shot, no cuts, no text.", "prompt_details": {"source": "Saved submitted-run ledger."}, "parameters": {"width": 512, "height": 320, "frames": 121, "fps": 24, "template": "ltxv2b-q8-text-v1", "steps": 8, "cfg": 1, "sampler": "euler", "sigmas": "1.0,0.9937,0.9875,0.9812,0.975,0.9094,0.725,0.4219,0.0", "math": "FP32"}, "timing": {"factory_trace_seconds": null, "stages_seconds": {"generation_stage_seconds": 79.71900000004098, "decoder_stage_seconds": 44.46899999998277, "text_encoder": 34.719}, "limits": "No completed output or completed duration; completed stage observations do not establish delivered video."}, "cache": {"immediate_warm_claim": null}, "resources": {"measurement_gap": "No complete per-request RAM/VRAM extrema summary retained in this public projection; failure-specific allocation/guard limits appear in findings."}, "verification": {"full_decode": false, "checksum": false, "acknowledged": false, "trace_attachment": false, "native_experiment": false, "quality_scope": "No accepted media."}, "findings": ["C drive free below6GiB again, without CPU preflight overlap; D scratch and Windows paging capacity configured afterward"], "media": []}
diff --git a/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/run.md b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/run.md
index 4782680..ddb8d9d 100644
--- a/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/run.md
+++ b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/run.md
@@ -1,6 +1,6 @@
 # Images, music, and the limits of video on a 6 GB GTX 1060
 
-An older gaming GPU can still produce a useful library of images and short music clips. Our October 2026 Packet Foundry campaign on a Windows GTX 1060 with 6 GB VRAM now retains **143 generated files: 130 images, 11 videos and two music clips**, across **150 recorded attempts**. The images include the 100-request FLUX study, ten earlier checks, ten Qwen Turbo Q4 follow-up images and ten matched Q8 comparison outputs. The user judged both music samples usable; videos range from recognizable but flawed motion to colored noise. Every poor output and all seven no-output failures remain in the archive.
+An older gaming GPU can still produce a useful library of images and short music clips. Our October 2026 Packet Foundry campaign on a Windows GTX 1060 with 6 GB VRAM now retains **153 generated files: 140 images, 11 videos and two music clips**, across **160 recorded attempts**. The images include the 100-request FLUX study, ten earlier checks, ten Qwen Turbo Q4 follow-up images ten matched Q8 comparison outputs and ten Q2 loading-policy comparison outputs. The user judged both music samples usable; videos range from recognizable but flawed motion to colored noise. Every poor output and all seven no-output failures remain in the archive.
 
 The most useful result is the range: roughly a minute for a 512-pixel image in the large FLUX.3 study, around eleven minutes for fifteen seconds of music, and anything from under two minutes to more than an hour for a short video. Those numbers describe these exact configurations and timing boundaries. They are not a general ranking of the models.
 
@@ -108,6 +108,28 @@ File size leaves out dequantization buffers, compute workspaces, activations, en
 
 [Compare all ten Q4/Q8 image pairs](https://benchmarks.weeyuga.com/benchmarks/ef874435.html) · [Download exact matched timings, cache context and pair mapping](https://benchmarks.weeyuga.com/data/predator-media-20261021/qwen-turbo-q4-q8-comparison.json).
 
+### Qwen Turbo Q4, Q8 and Q2: the same ten briefs and seeds
+
+Ten Q2_K outputs reuse the exact ten Q4/Q8 briefs and seeds 42–51; the twenty earlier originals remain unchanged. The dimensions, eight Euler steps, CFG1, sigma schedule, CPU encoder/VAE and FP32 compute remain fixed. Q2 also uses a new Comfy process, default normal VRAM with a 0.6 GiB reserve, forced full-generator loading and explicit instrumentation. Those runtime changes matter when reading the timing table.
+
+| Matched workload | Q4 native | Q8 native | Q2 native |
+|---|---:|---:|---:|
+| Initial request; actual process/cache state | 320.246s | 541.410s | 217.040s |
+| Same first brief, next seed | 95.234s | 93.391s | 90.960s |
+| Eight new briefs, retained-runtime median | 199.712s | 446.477s | 196.433s |
+
+At the observed load boundary, sampler entry, all eight post-denoiser/pre-Euler-update callbacks and final completion, Q2’s registered generator parameters and buffers were on CUDA with zero partial-offload accounting. Peak Torch allocated memory across the ten requests was 3.278 GiB. The original sampler and callbacks remain in use; synchronization/inventory checks add measurement overhead.
+
+Real one-second target per-process WDDM observations preserve their actual successful-sample gaps and idle baseline. The three-second coverage check passed for 7/10 whole-graph windows and 9/10 generator windows; the largest measured gaps were 6.406083s and 6.074722s respectively. Coverage failures stay marked as failures. The completed observer retained 3 query errors in total; 3 graph windows and 1 generator windows contained errors. Failed queries remain errors rather than synthetic samples. A separate post-run analysis retains the unchanged strict verifier's outcome and distinguishes these coverage windows; no additional image was generated to repair a measurement gap.
+
+The largest observed shared-memory increase over that process/adapter baseline in a generator window was 4.0 MiB. These are observations at sampled times, not bounds on unobserved gaps or proof that every generator weight remained physically in dedicated VRAM throughout execution. Idle shared usage can already be nonzero. The exact coverage and counters are included beside each result.
+
+A setup gate first rejected the unsupported `--normalvram` argument before generation. Removing `--lowvram` selects this pinned version’s normal default. The first WDDM observer also stopped after a CIM counter-query error, with zero verified samples and zero observed generation requests; its cause remains unresolved, and its failed state, logs and source remain retained. These are setup/measurement failures outside the generation-attempt count. Twelve source-hash differences were verified as exact LF-to-CRLF serialization changes, with native byte hashes still pinned.
+
+All ten outputs passed actual relay/acknowledgement, full PNG decoding/checksums, trace attachment retrieval and three comparable native ten-case experiments. Every original was visually inspected, with defects retained. No automatic aesthetic winner or isolated quantization-speed effect follows from these unrandomized runs at different times. Only the first two requests share a brief; five variants were not measured.
+
+[Compare all ten Q4/Q8/Q2 image triples](https://benchmarks.weeyuga.com/benchmarks/af3885e2.html) · [Exact matched timings, stage intervals and residency observations](https://benchmarks.weeyuga.com/data/predator-media-20261021/qwen-turbo-q4-q8-q2-comparison.json).
+
 ## Music: usable to the listener, expensive per second
 
 YuE2 INT8 ConvRot produced two fully decoded fifteen-second stereo FLAC files at 48 kHz. Factory traces took **700.26 and 634.17 seconds**, approximately 11 minutes 40 seconds and 10 minutes 34 seconds. The native graph durations were 696.921 and 630.994 seconds. Loader state remained available between requests; the second request changed the style wording and seed, so semantic generation and acoustic sampling both ran again.
@@ -155,4 +177,4 @@ Other retained records include the cancelled YuE2 CPU trial, Cog's initial atten
 
 For accepted outputs, the delivery checks verify checksums, full decoding, durable collection and acknowledgement. Saved LangSmith attachment bytes were independently decoded, and native experiment exports were checked where recorded. LangSmith's media-player UI was not separately inspected. The original noisy Cog videos passed file and delivery checks while failing visual usefulness: the separation is deliberate.
 
-The practical lesson from this machine is specific. The FLUX study completed all 100 planned images, the Qwen Turbo Q4 follow-up completed ten, and the matched Q8 comparison added ten further outputs; each measured subset remains separate. Two short music samples were usable to their listener, at a substantial time cost. Short video could complete, sometimes quickly, but our tested clips did not establish reliable requested motion. The published prompts, settings, poor outputs and failed attempts give the next builder something more actionable than a success headline.
+The practical lesson from this machine is specific. The FLUX study completed all 100 planned images; the Qwen Turbo Q4, Q8 and Q2 follow-ups each added ten outputs. Every measured subset remains separate. Two short music samples were usable to their listener, at a substantial time cost. Short video could complete, sometimes quickly, but our tested clips did not establish reliable requested motion. The published prompts, settings, poor outputs and failed attempts give the next builder something more actionable than a success headline.
diff --git a/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/runs/af3885e2-a493-538c-96f1-efa97569b3f6/metadata.json b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/runs/af3885e2-a493-538c-96f1-efa97569b3f6/metadata.json
new file mode 100644
index 0000000..eafc295
--- /dev/null
+++ b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/runs/af3885e2-a493-538c-96f1-efa97569b3f6/metadata.json
@@ -0,0 +1,51 @@
+{
+  "id": "af3885e2-a493-538c-96f1-efa97569b3f6",
+  "kind": "media-generation",
+  "title": "Predator media: Qwen Image 2.1 Turbo Q2 · matched Q4/Q8/Q2 comparison",
+  "date": "2026-10-21",
+  "started_at": "2026-10-21T13:46:29.128000+00:00",
+  "git_sha": "63be2f9b82ad0dac88a7ceaa28a9cf3154125a18",
+  "hardware": "predator",
+  "hardware_label": "Predator · GTX 1060 6 GB · 28 GB RAM · Windows",
+  "engine": "comfyui",
+  "harness": "packet-foundry-media-v1",
+  "model_family": "generation",
+  "model_sizes": [
+    "unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K"
+  ],
+  "task_kind": "media-generation",
+  "tags": [
+    "image",
+    "video",
+    "music",
+    "retained-failures"
+  ],
+  "headline": "10 retained outputs · 10 accepted results · 10 recorded attempts · median Factory trace 198.9s",
+  "janie_blurb_md": "[Browse the complete campaign and media](/benchmarks/predator-media-20261021.html). [Read the findings](/findings/images-video-music-on-6gb.html).",
+  "janie_blurb_status": "published",
+  "caveat": "Technical delivery and media decoding do not establish visual or musical quality. Timings include adapter overhead; cache behavior differs between runs. Failed and cancelled attempts remain in the evidence.",
+  "caveat_severity": "warning",
+  "methodology_ref": "packet-foundry-media-v1",
+  "methodology_deviations_md": "Source commit identifies ComfyUI 0.42.1. Private bridge revisions and workflow hashes, where captured, are recorded separately in the campaign evidence. No clean matched-quality comparison or isolated quantization speedup is claimed.",
+  "results_table": [],
+  "cells": [],
+  "n_calls_total": 10,
+  "n_errors_total": 0,
+  "chart_spec": null,
+  "site_grade": "standard",
+  "site_grade_reason": "Retained media with explicit verification and quality limitations",
+  "raw_data_urls": {
+    "jsonl": "/data/predator-media-20261021/runs/af3885e2-a493-538c-96f1-efa97569b3f6/run.jsonl",
+    "md": "/data/predator-media-20261021/runs/af3885e2-a493-538c-96f1-efa97569b3f6/run.md",
+    "log": "/data/predator-media-20261021/failures.json",
+    "gitea_dir": "/data/predator-media-20261021/runs/af3885e2-a493-538c-96f1-efa97569b3f6/metadata.json"
+  },
+  "synthesis_doc": "/findings/images-video-music-on-6gb.html",
+  "synthesis_docs_all": [
+    "/findings/images-video-music-on-6gb.html"
+  ],
+  "related_ids": [],
+  "status": "complete",
+  "visibility": "public",
+  "media_group": "qwen21-turbo-q2-comparison"
+}
diff --git a/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/runs/af3885e2-a493-538c-96f1-efa97569b3f6/run.jsonl b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/runs/af3885e2-a493-538c-96f1-efa97569b3f6/run.jsonl
new file mode 100644
index 0000000..d83f1eb
--- /dev/null
+++ b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/runs/af3885e2-a493-538c-96f1-efa97569b3f6/run.jsonl
@@ -0,0 +1,10 @@
+{"id": "qwen-turbo-q2-01", "label": "Qwen Image 2.1 Turbo Q2_K · seed 42", "group": "qwen21-turbo-q2-comparison", "kind": "image", "model_id": "qwen-turbo-q2", "model": "unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K", "seed": 42, "status": "succeeded", "accepted_result": true, "prompt": "A small orange ceramic fox on a pale wooden desk, soft morning light, plain cream background, realistic studio photograph.", "prompt_details": {"word_count": 19, "complexity": "Very short / retained runtime pair", "conditioning_texts": {"3.prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA small orange ceramic fox on a pale wooden desk, soft morning light, plain cream background, realistic studio photograph."}, "actual_positive_text": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA small orange ceramic fox on a pale wooden desk, soft morning light, plain cream background, realistic studio photograph."}, "parameters": {"1 UnetLoaderGGUFAdvanced": {"unet_name": "qwen-image-2.1-turbo-Q2_K.gguf", "dequant_dtype": "float32", "patch_dtype": "float32", "patch_on_device": false}, "2 CLIPLoader": {"clip_name": "qwen3vl_8b_int8_convrot.safetensors", "type": "qwen_image", "device": "cpu"}, "3 TextEncodeQwenImage21": {"negative_prompt": "", "resolution": 512}, "4 VAELoader": {"vae_name": "qwen_image_2.1_vae_bf16.safetensors"}, "5 QwenImage21Cache": {"device": "off", "dtype": "default"}, "6 PFQwenQ2WholeGeneratorSampler": {}, "7 VAEDecode": {}, "8 SaveImage": {}, "9 RandomNoise": {"noise_seed": 42}, "10 CFGGuider": {"cfg": 1.0}, "11 KSamplerSelect": {"sampler_name": "euler"}, "12 ManualSigmas": {"sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"}}, "timing": {"factory_trace_seconds": 220.797228, "comfy_server_seconds": 217.04, "stages_seconds": {"node_4_observer_receive_interval": 2.4689999999827705, "node_2_observer_receive_interval": 3.719000000040978, "node_3_observer_receive_interval": 104.53099999995902, "node_12_observer_receive_interval": 0.01600000000325963, "node_11_observer_receive_interval": 0.031000000017229468, "node_1_observer_receive_interval": 0.7339999999967404, "node_5_observer_receive_interval": 0.09399999998277053, "node_10_observer_receive_interval": 0, "node_9_observer_receive_interval": 0.01600000000325963, "node_6_observer_receive_interval": 73.31200000003446, "node_7_observer_receive_interval": 31.57799999997951, "node_8_observer_receive_interval": 0.5}, "limits": "Native graph, trace and observer stage times have separate boundaries. Instrumentation adds overhead."}, "cache": {"cached_nodes": [], "same_runtime_retained": null, "immediate_warm_claim": false, "encoder_cached": false, "context": {"native_inter_run_gap_seconds": null, "only_seed_changed_from_predecessor": false, "text_changed_from_predecessor": false}}, "resources": {"sampled_summary": {"sample_count": 108, "inflight_sample_count": 107, "minimum_ram_available_bytes": 4141621248, "minimum_commit_available_bytes": 13704994816, "minimum_system_drive_free_bytes": 18544037888, "maximum_sampled_device_gpu_used_mib": 4826}, "limits": "Device-wide observations include display/other workloads; exact per-process WDDM observations are separate."}, "residency": {"logical_verified": true, "registered_parameters_and_buffers_checked": true, "strict_placement_snapshots": 11, "step_callback_count": 8, "callback_boundary": "post_denoiser_pre_euler_update", "physical_dedicated_residency_proven": false, "generator_unloaded_by_wrapper": false, "automatic_partial_or_cpu_fallback": false, "minimum_sampled_driver_free_bytes": 0, "maximum_torch_peak_allocated_bytes": 3502995456, "maximum_torch_peak_reserved_bytes": 4244635648, "actual_wddm_evidence_validated": true, "wddm_whole_graph_coverage_verified": false, "wddm_generator_coverage_verified": true, "wddm_whole_graph_window": {"coverage_failures": ["Actual successful-sample gap exceeds3s"], "duration_seconds": 217.03999996185303, "maximum_observed_gap_seconds": 6.159926891326904, "sample_count": 211, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": false, "median_observed_gap_seconds": 1.0130220651626587, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4331393024, "maximum_dedicated_delta_from_idle_bytes": 4263550976, "coverage_verified": false, "boundary_before_seconds": 0.34210705757141113, "boundary_after_seconds": 0.19703912734985352}, "wddm_generator_window": {"coverage_failures": [], "duration_seconds": 72.92103695869446, "maximum_observed_gap_seconds": 1.0297160148620605, "sample_count": 74, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": true, "median_observed_gap_seconds": 1.0130350589752197, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4331393024, "maximum_dedicated_delta_from_idle_bytes": 4263550976, "coverage_verified": true, "boundary_before_seconds": 0.002991199493408203, "boundary_after_seconds": 0.8701419830322266}, "wddm_query_error_count_total": 3, "wddm_query_errors_in_whole_graph_window": 1, "wddm_query_errors_in_generator_window": 0, "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."}, "encoding": {"encoder_cached": false, "token_truncation_verified": false}, "verification": {"full_decode": true, "checksum": true, "acknowledged": true, "trace_attachment": true, "native_experiment": true, "native_comparable_Q4_Q8_Q2_experiments": true, "independent_public_copy_decode": true, "visual_review": true, "logical_generator_placement": true, "wddm_evidence_validated": true, "wddm_whole_graph_coverage": false, "wddm_generator_window_coverage": true, "wddm_observation_coverage": false, "physical_dedicated_residency_proven": false}, "findings": ["A coherent, larger frontal seated fox on the desk, with a visible tail at the left.", "Orange fox, cream backdrop and soft light match; requested ceramic identity is weak.", "Dense fine fur and visible whiskers make it read more like an animal or furry toy than ceramic.", "Face, ears and paws are recognizable; no obvious duplicate limbs.", "No text requested or visible.", "Requested ceramic material is not convincing; fur and whiskers dominate."], "media": [{"path": "media/qwen-turbo-q2-01.png", "mime_type": "image/png", "size_bytes": 310561, "sha256": "e978ec354acaa94c74eae1fdd18769fbfbd05fd974d6649ce3264b77ec3a3888", "source_sha256": "06e56e7ca63ffdc6b0bcb1f0c535ca622987e6abc8c0068040d2707f5eaf13c8", "width": 512, "height": 512, "pixel_sha256": "94c49b07bb2e075a707e35f8627a3561a2f9108920536fa2979acfcc73c7b37b", "metadata_handling": "PNG re-encoded losslessly without ancillary metadata; decoded pixels unchanged.", "public_copy_full_decode_passed": true, "source_content_preserved": "Decoded pixels byte-identical"}], "workflow_path": "workflows/qwen-turbo-q2-01.json", "workflow_sha256": "35730e3e8a00d2d34c3fb10a6a309d15ab1a251c7e2613aa91fdb3cb4ffb42f6", "source_workflow_canonical_sha256": "43cfbcacb278fbf574b2a0ddaa07d8fc0acbf9735efa17f1208825d8b7b20a85", "matched_comparison": {"q4_record": "qwen-turbo-01", "q8_record": "qwen-turbo-q8-01", "comparison_path": "qwen-turbo-q4-q8-q2-comparison.json"}}
+{"id": "qwen-turbo-q2-02", "label": "Qwen Image 2.1 Turbo Q2_K · seed 43", "group": "qwen21-turbo-q2-comparison", "kind": "image", "model_id": "qwen-turbo-q2", "model": "unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K", "seed": 43, "status": "succeeded", "accepted_result": true, "prompt": "A small orange ceramic fox on a pale wooden desk, soft morning light, plain cream background, realistic studio photograph.", "prompt_details": {"word_count": 19, "complexity": "Very short / retained runtime pair", "conditioning_texts": {"3.prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA small orange ceramic fox on a pale wooden desk, soft morning light, plain cream background, realistic studio photograph."}, "actual_positive_text": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA small orange ceramic fox on a pale wooden desk, soft morning light, plain cream background, realistic studio photograph."}, "parameters": {"1 UnetLoaderGGUFAdvanced": {"unet_name": "qwen-image-2.1-turbo-Q2_K.gguf", "dequant_dtype": "float32", "patch_dtype": "float32", "patch_on_device": false}, "2 CLIPLoader": {"clip_name": "qwen3vl_8b_int8_convrot.safetensors", "type": "qwen_image", "device": "cpu"}, "3 TextEncodeQwenImage21": {"negative_prompt": "", "resolution": 512}, "4 VAELoader": {"vae_name": "qwen_image_2.1_vae_bf16.safetensors"}, "5 QwenImage21Cache": {"device": "off", "dtype": "default"}, "6 PFQwenQ2WholeGeneratorSampler": {}, "7 VAEDecode": {}, "8 SaveImage": {}, "9 RandomNoise": {"noise_seed": 43}, "10 CFGGuider": {"cfg": 1.0}, "11 KSamplerSelect": {"sampler_name": "euler"}, "12 ManualSigmas": {"sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"}}, "timing": {"factory_trace_seconds": 93.614167, "comfy_server_seconds": 90.96, "stages_seconds": {"node_9_observer_receive_interval": 0.03200000000651926, "node_6_observer_receive_interval": 61.46799999999348, "node_7_observer_receive_interval": 29.219000000040978, "node_8_observer_receive_interval": 0.14100000000325963}, "limits": "Native graph, trace and observer stage times have separate boundaries. Instrumentation adds overhead."}, "cache": {"cached_nodes": ["1", "10", "11", "12", "2", "3", "4", "5"], "same_runtime_retained": true, "immediate_warm_claim": false, "encoder_cached": true, "context": {"native_inter_run_gap_seconds": 22.769, "only_seed_changed_from_predecessor": true, "text_changed_from_predecessor": false}}, "resources": {"sampled_summary": {"sample_count": 47, "inflight_sample_count": 46, "minimum_ram_available_bytes": 6524329984, "minimum_commit_available_bytes": 13441687552, "minimum_system_drive_free_bytes": 18542247936, "maximum_sampled_device_gpu_used_mib": 4830}, "limits": "Device-wide observations include display/other workloads; exact per-process WDDM observations are separate."}, "residency": {"logical_verified": true, "registered_parameters_and_buffers_checked": true, "strict_placement_snapshots": 11, "step_callback_count": 8, "callback_boundary": "post_denoiser_pre_euler_update", "physical_dedicated_residency_proven": false, "generator_unloaded_by_wrapper": false, "automatic_partial_or_cpu_fallback": false, "minimum_sampled_driver_free_bytes": 0, "maximum_torch_peak_allocated_bytes": 3502995456, "maximum_torch_peak_reserved_bytes": 4244635648, "actual_wddm_evidence_validated": true, "wddm_whole_graph_coverage_verified": true, "wddm_generator_coverage_verified": true, "wddm_whole_graph_window": {"coverage_failures": [], "duration_seconds": 90.96000003814697, "maximum_observed_gap_seconds": 1.0281319618225098, "sample_count": 92, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": true, "median_observed_gap_seconds": 1.012998104095459, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4331393024, "maximum_dedicated_delta_from_idle_bytes": 4263550976, "coverage_verified": true, "boundary_before_seconds": 0.3693549633026123, "boundary_after_seconds": 0.7598569393157959}, "wddm_generator_window": {"coverage_failures": [], "duration_seconds": 61.45852708816528, "maximum_observed_gap_seconds": 1.0233500003814697, "sample_count": 63, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": true, "median_observed_gap_seconds": 1.0130280256271362, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4331393024, "maximum_dedicated_delta_from_idle_bytes": 4263550976, "coverage_verified": true, "boundary_before_seconds": 0.5032908916473389, "boundary_after_seconds": 0.766273021697998}, "wddm_query_error_count_total": 3, "wddm_query_errors_in_whole_graph_window": 0, "wddm_query_errors_in_generator_window": 0, "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."}, "encoding": {"encoder_cached": true, "token_truncation_verified": false}, "verification": {"full_decode": true, "checksum": true, "acknowledged": true, "trace_attachment": true, "native_experiment": true, "native_comparable_Q4_Q8_Q2_experiments": true, "independent_public_copy_decode": true, "visual_review": true, "logical_generator_placement": true, "wddm_evidence_validated": true, "wddm_whole_graph_coverage": true, "wddm_generator_window_coverage": true, "wddm_observation_coverage": true, "physical_dedicated_residency_proven": false}, "findings": ["Coherent frontal toy-like fox with a raised tail on the left.", "Orange fox, pale desk, cream backdrop and studio light are present.", "Fine fur grooves and soft-looking tail suggest a toy or animal texture rather than unmistakable ceramic.", "Large dark eyes and small paws create juvenile/cartoon proportions; limbs remain separate.", "No text requested or visible.", "Ceramic identity is ambiguous; proportions are more juvenile and toy-like than the two matched originals."], "media": [{"path": "media/qwen-turbo-q2-02.png", "mime_type": "image/png", "size_bytes": 278667, "sha256": "97e7660bd40ab579083276c59de0a8ec65ebc05e4008f92bd9a0cb7aa48957a0", "source_sha256": "001ff3b2bbc0bbfffb826c42240e0a1f92c74bacd0f83a16cd1d93a112be0357", "width": 512, "height": 512, "pixel_sha256": "cc4962b6079506dbf4a5dbea5774f0c07ac21776220124967a67bc3db0599d10", "metadata_handling": "PNG re-encoded losslessly without ancillary metadata; decoded pixels unchanged.", "public_copy_full_decode_passed": true, "source_content_preserved": "Decoded pixels byte-identical"}], "workflow_path": "workflows/qwen-turbo-q2-02.json", "workflow_sha256": "487dfeecd5b3f3fdc3d377586fff0289dd2e0820093554d0881ca64a02fe7634", "source_workflow_canonical_sha256": "50c4f3d9f4c1212909bafbebeba5f15f3262fbe7a687e09d6363c62bc19c6986", "matched_comparison": {"q4_record": "qwen-turbo-02", "q8_record": "qwen-turbo-q8-02", "comparison_path": "qwen-turbo-q4-q8-q2-comparison.json"}}
+{"id": "qwen-turbo-q2-03", "label": "Qwen Image 2.1 Turbo Q2_K · seed 44", "group": "qwen21-turbo-q2-comparison", "kind": "image", "model_id": "qwen-turbo-q2", "model": "unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K", "seed": 44, "status": "succeeded", "accepted_result": true, "prompt": "A turquoise alpine lake beneath snowy mountains at sunrise, a yellow canoe near the shore, crisp natural landscape photograph.", "prompt_details": {"word_count": 19, "complexity": "Short landscape", "conditioning_texts": {"3.prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA turquoise alpine lake beneath snowy mountains at sunrise, a yellow canoe near the shore, crisp natural landscape photograph."}, "actual_positive_text": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA turquoise alpine lake beneath snowy mountains at sunrise, a yellow canoe near the shore, crisp natural landscape photograph."}, "parameters": {"1 UnetLoaderGGUFAdvanced": {"unet_name": "qwen-image-2.1-turbo-Q2_K.gguf", "dequant_dtype": "float32", "patch_dtype": "float32", "patch_on_device": false}, "2 CLIPLoader": {"clip_name": "qwen3vl_8b_int8_convrot.safetensors", "type": "qwen_image", "device": "cpu"}, "3 TextEncodeQwenImage21": {"negative_prompt": "", "resolution": 512}, "4 VAELoader": {"vae_name": "qwen_image_2.1_vae_bf16.safetensors"}, "5 QwenImage21Cache": {"device": "off", "dtype": "default"}, "6 PFQwenQ2WholeGeneratorSampler": {}, "7 VAEDecode": {}, "8 SaveImage": {}, "9 RandomNoise": {"noise_seed": 44}, "10 CFGGuider": {"cfg": 1.0}, "11 KSamplerSelect": {"sampler_name": "euler"}, "12 ManualSigmas": {"sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"}}, "timing": {"factory_trace_seconds": 190.664548, "comfy_server_seconds": 190.117, "stages_seconds": {"node_3_observer_receive_interval": 99.64100000000326, "node_10_observer_receive_interval": 0.01600000000325963, "node_9_observer_receive_interval": 0, "node_6_observer_receive_interval": 61.73399999999674, "node_7_observer_receive_interval": 28.67200000002049, "node_8_observer_receive_interval": 0.046999999962281436}, "limits": "Native graph, trace and observer stage times have separate boundaries. Instrumentation adds overhead."}, "cache": {"cached_nodes": ["1", "11", "12", "2", "4", "5"], "same_runtime_retained": true, "immediate_warm_claim": false, "encoder_cached": false, "context": {"native_inter_run_gap_seconds": 16.31, "only_seed_changed_from_predecessor": false, "text_changed_from_predecessor": true}}, "resources": {"sampled_summary": {"sample_count": 94, "inflight_sample_count": 93, "minimum_ram_available_bytes": 6258405376, "minimum_commit_available_bytes": 13511499776, "minimum_system_drive_free_bytes": 18542092288, "maximum_sampled_device_gpu_used_mib": 4830}, "limits": "Device-wide observations include display/other workloads; exact per-process WDDM observations are separate."}, "residency": {"logical_verified": true, "registered_parameters_and_buffers_checked": true, "strict_placement_snapshots": 11, "step_callback_count": 8, "callback_boundary": "post_denoiser_pre_euler_update", "physical_dedicated_residency_proven": false, "generator_unloaded_by_wrapper": false, "automatic_partial_or_cpu_fallback": false, "minimum_sampled_driver_free_bytes": 0, "maximum_torch_peak_allocated_bytes": 3502995456, "maximum_torch_peak_reserved_bytes": 4244635648, "actual_wddm_evidence_validated": true, "wddm_whole_graph_coverage_verified": true, "wddm_generator_coverage_verified": true, "wddm_whole_graph_window": {"coverage_failures": [], "duration_seconds": 190.11699986457825, "maximum_observed_gap_seconds": 1.0499989986419678, "sample_count": 190, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": true, "median_observed_gap_seconds": 1.0127379894256592, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4331393024, "maximum_dedicated_delta_from_idle_bytes": 4263550976, "coverage_verified": true, "boundary_before_seconds": 0.395313024520874, "boundary_after_seconds": 0.7893590927124023}, "wddm_generator_window": {"coverage_failures": [], "duration_seconds": 61.71869611740112, "maximum_observed_gap_seconds": 1.022763967514038, "sample_count": 63, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": true, "median_observed_gap_seconds": 1.01322603225708, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4331393024, "maximum_dedicated_delta_from_idle_bytes": 4263550976, "coverage_verified": true, "boundary_before_seconds": 0.8914289474487305, "boundary_after_seconds": 0.11466193199157715}, "wddm_query_error_count_total": 3, "wddm_query_errors_in_whole_graph_window": 0, "wddm_query_errors_in_generator_window": 0, "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."}, "encoding": {"encoder_cached": false, "token_truncation_verified": false}, "verification": {"full_decode": true, "checksum": true, "acknowledged": true, "trace_attachment": true, "native_experiment": true, "native_comparable_Q4_Q8_Q2_experiments": true, "independent_public_copy_decode": true, "visual_review": true, "logical_generator_placement": true, "wddm_evidence_validated": true, "wddm_whole_graph_coverage": true, "wddm_generator_window_coverage": true, "wddm_observation_coverage": true, "physical_dedicated_residency_proven": false}, "findings": ["Recognizable snow-covered mountains above a turquoise lake and dark forest.", "Lake, snowy mountains and yellow boat near shore are present.", "Mountains and foreground are grainy; mountain lighting and silhouette differ substantially from Q4/Q8.", "Yellow boat at the lower left is small, soft and hull-like, without a clearly visible canoe interior.", "No text requested or visible.", "Canoe is indistinct and partly near the frame edge; stippled mountains and soft shoreline reduce photographic detail."], "media": [{"path": "media/qwen-turbo-q2-03.png", "mime_type": "image/png", "size_bytes": 500057, "sha256": "744b7233b57986a86a14e51e390b2f340475d6b70076b5a3992fa8f3989633ce", "source_sha256": "1ec6561ac84611b8de11bf56bef85bee0888bb4f1a388056fad4a8715371b2b0", "width": 512, "height": 512, "pixel_sha256": "a14b4a59e809ea19212fab34ad7a8f315a96386fe2f18b7a6f41b2baa533f94c", "metadata_handling": "PNG re-encoded losslessly without ancillary metadata; decoded pixels unchanged.", "public_copy_full_decode_passed": true, "source_content_preserved": "Decoded pixels byte-identical"}], "workflow_path": "workflows/qwen-turbo-q2-03.json", "workflow_sha256": "cde1dc0711197626aeeeb94f2ba4172da71ef7ae0648c20193f824cb66639083", "source_workflow_canonical_sha256": "51259c01e5400f6a4d40602e5903b492eb168850af6be96fdb2479f5d35198e6", "matched_comparison": {"q4_record": "qwen-turbo-03", "q8_record": "qwen-turbo-q8-03", "comparison_path": "qwen-turbo-q4-q8-q2-comparison.json"}}
+{"id": "qwen-turbo-q2-04", "label": "Qwen Image 2.1 Turbo Q2_K · seed 45", "group": "qwen21-turbo-q2-comparison", "kind": "image", "model_id": "qwen-turbo-q2", "model": "unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K", "seed": 45, "status": "succeeded", "accepted_result": true, "prompt": "Product photograph of a matte black ceramic teapot with a warm copper handle, resting on dark slate beside two pale linen napkins. Three-quarter view, softbox lighting, crisp material detail, uncluttered background.", "prompt_details": {"word_count": 31, "complexity": "Product materials", "conditioning_texts": {"3.prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nProduct photograph of a matte black ceramic teapot with a warm copper handle, resting on dark slate beside two pale linen napkins. Three-quarter view, softbox lighting, crisp material detail, uncluttered background."}, "actual_positive_text": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nProduct photograph of a matte black ceramic teapot with a warm copper handle, resting on dark slate beside two pale linen napkins. Three-quarter view, softbox lighting, crisp material detail, uncluttered background."}, "parameters": {"1 UnetLoaderGGUFAdvanced": {"unet_name": "qwen-image-2.1-turbo-Q2_K.gguf", "dequant_dtype": "float32", "patch_dtype": "float32", "patch_on_device": false}, "2 CLIPLoader": {"clip_name": "qwen3vl_8b_int8_convrot.safetensors", "type": "qwen_image", "device": "cpu"}, "3 TextEncodeQwenImage21": {"negative_prompt": "", "resolution": 512}, "4 VAELoader": {"vae_name": "qwen_image_2.1_vae_bf16.safetensors"}, "5 QwenImage21Cache": {"device": "off", "dtype": "default"}, "6 PFQwenQ2WholeGeneratorSampler": {}, "7 VAEDecode": {}, "8 SaveImage": {}, "9 RandomNoise": {"noise_seed": 45}, "10 CFGGuider": {"cfg": 1.0}, "11 KSamplerSelect": {"sampler_name": "euler"}, "12 ManualSigmas": {"sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"}}, "timing": {"factory_trace_seconds": 192.886377, "comfy_server_seconds": 192.086, "stages_seconds": {"node_3_observer_receive_interval": 101.14000000001397, "node_10_observer_receive_interval": 0.01600000000325963, "node_9_observer_receive_interval": 0, "node_6_observer_receive_interval": 62.20299999997951, "node_7_observer_receive_interval": 28.65600000001723, "node_8_observer_receive_interval": 0.06299999996554106}, "limits": "Native graph, trace and observer stage times have separate boundaries. Instrumentation adds overhead."}, "cache": {"cached_nodes": ["1", "11", "12", "2", "4", "5"], "same_runtime_retained": true, "immediate_warm_claim": false, "encoder_cached": false, "context": {"native_inter_run_gap_seconds": 14.407, "only_seed_changed_from_predecessor": false, "text_changed_from_predecessor": true}}, "resources": {"sampled_summary": {"sample_count": 95, "inflight_sample_count": 94, "minimum_ram_available_bytes": 6501715968, "minimum_commit_available_bytes": 13526708224, "minimum_system_drive_free_bytes": 18541101056, "maximum_sampled_device_gpu_used_mib": 4826}, "limits": "Device-wide observations include display/other workloads; exact per-process WDDM observations are separate."}, "residency": {"logical_verified": true, "registered_parameters_and_buffers_checked": true, "strict_placement_snapshots": 11, "step_callback_count": 8, "callback_boundary": "post_denoiser_pre_euler_update", "physical_dedicated_residency_proven": false, "generator_unloaded_by_wrapper": false, "automatic_partial_or_cpu_fallback": false, "minimum_sampled_driver_free_bytes": 0, "maximum_torch_peak_allocated_bytes": 3504226304, "maximum_torch_peak_reserved_bytes": 4240441344, "actual_wddm_evidence_validated": true, "wddm_whole_graph_coverage_verified": true, "wddm_generator_coverage_verified": true, "wddm_whole_graph_window": {"coverage_failures": [], "duration_seconds": 192.08599996566772, "maximum_observed_gap_seconds": 1.0542349815368652, "sample_count": 192, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": true, "median_observed_gap_seconds": 1.01295804977417, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4327198720, "maximum_dedicated_delta_from_idle_bytes": 4259356672, "coverage_verified": true, "boundary_before_seconds": 0.4739398956298828, "boundary_after_seconds": 0.7147979736328125}, "wddm_generator_window": {"coverage_failures": [], "duration_seconds": 62.171566009521484, "maximum_observed_gap_seconds": 1.023535966873169, "sample_count": 63, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": true, "median_observed_gap_seconds": 1.013211965560913, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4327198720, "maximum_dedicated_delta_from_idle_bytes": 4259356672, "coverage_verified": true, "boundary_before_seconds": 0.4823570251464844, "boundary_after_seconds": 0.08394193649291992}, "wddm_query_error_count_total": 3, "wddm_query_errors_in_whole_graph_window": 0, "wddm_query_errors_in_generator_window": 0, "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."}, "encoding": {"encoder_cached": false, "token_truncation_verified": false}, "verification": {"full_decode": true, "checksum": true, "acknowledged": true, "trace_attachment": true, "native_experiment": true, "native_comparable_Q4_Q8_Q2_experiments": true, "independent_public_copy_decode": true, "visual_review": true, "logical_generator_placement": true, "wddm_evidence_validated": true, "wddm_whole_graph_coverage": true, "wddm_generator_window_coverage": true, "wddm_observation_coverage": true, "physical_dedicated_residency_proven": false}, "findings": ["Coherent black teapot product shot with a copper side handle.", "Main requested materials, neutral background and soft lighting are present; two separate linen napkins are not confidently identifiable.", "Matte black body and copper-colored handle are distinct; the dark base looks more like textured fabric/mat than stone.", "Conventional side handle, lid and short spout are coherent; no obvious fusion.", "No text requested or visible.", "Dark slate is not convincing and appears textile-like; two distinct napkins are not clearly countable."], "media": [{"path": "media/qwen-turbo-q2-04.png", "mime_type": "image/png", "size_bytes": 267845, "sha256": "003b572810983e196e3a33dbc0ddeabd3209007ef220735b694772310bc7bcc9", "source_sha256": "9a4c8e00e94434f3aa9bf500f8481643852f31d304f513e7e465dd3e7f64c974", "width": 512, "height": 512, "pixel_sha256": "8e488b67bdecfcb31861b87ea7962bcbbcd3b4f64a7e08e7f741a6220a24bf8a", "metadata_handling": "PNG re-encoded losslessly without ancillary metadata; decoded pixels unchanged.", "public_copy_full_decode_passed": true, "source_content_preserved": "Decoded pixels byte-identical"}], "workflow_path": "workflows/qwen-turbo-q2-04.json", "workflow_sha256": "273ec0c456cddb27c473b87d27daad2f6d260350b6494a4f35949f01ec848f45", "source_workflow_canonical_sha256": "e7bbaa898f384996a343acb01ca04f94a5df59628a2a7729f4d3cbc80cc9bf8d", "matched_comparison": {"q4_record": "qwen-turbo-04", "q8_record": "qwen-turbo-q8-04", "comparison_path": "qwen-turbo-q4-q8-q2-comparison.json"}}
+{"id": "qwen-turbo-q2-05", "label": "Qwen Image 2.1 Turbo Q2_K · seed 46", "group": "qwen21-turbo-q2-comparison", "kind": "image", "model_id": "qwen-turbo-q2", "model": "unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K", "seed": 46, "status": "succeeded", "accepted_result": true, "prompt": "A cozy neighborhood bakery storefront on a rainy evening. The main sign clearly reads \"MORNING BREAD\" in cream block letters. Warm light glows through the windows, a bicycle leans beside the door, wet paving reflects the orange interior, realistic street photograph.", "prompt_details": {"word_count": 41, "complexity": "Readable sign", "conditioning_texts": {"3.prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA cozy neighborhood bakery storefront on a rainy evening. The main sign clearly reads \"MORNING BREAD\" in cream block letters. Warm light glows through the windows, a bicycle leans beside the door, wet paving reflects the orange interior, realistic street photograph."}, "actual_positive_text": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA cozy neighborhood bakery storefront on a rainy evening. The main sign clearly reads \"MORNING BREAD\" in cream block letters. Warm light glows through the windows, a bicycle leans beside the door, wet paving reflects the orange interior, realistic street photograph."}, "parameters": {"1 UnetLoaderGGUFAdvanced": {"unet_name": "qwen-image-2.1-turbo-Q2_K.gguf", "dequant_dtype": "float32", "patch_dtype": "float32", "patch_on_device": false}, "2 CLIPLoader": {"clip_name": "qwen3vl_8b_int8_convrot.safetensors", "type": "qwen_image", "device": "cpu"}, "3 TextEncodeQwenImage21": {"negative_prompt": "", "resolution": 512}, "4 VAELoader": {"vae_name": "qwen_image_2.1_vae_bf16.safetensors"}, "5 QwenImage21Cache": {"device": "off", "dtype": "default"}, "6 PFQwenQ2WholeGeneratorSampler": {}, "7 VAEDecode": {}, "8 SaveImage": {}, "9 RandomNoise": {"noise_seed": 46}, "10 CFGGuider": {"cfg": 1.0}, "11 KSamplerSelect": {"sampler_name": "euler"}, "12 ManualSigmas": {"sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"}}, "timing": {"factory_trace_seconds": 192.930979, "comfy_server_seconds": 192.568, "stages_seconds": {"node_3_observer_receive_interval": 101.5, "node_10_observer_receive_interval": 0.015000000013969839, "node_9_observer_receive_interval": 0.01600000000325963, "node_6_observer_receive_interval": 62.375, "node_7_observer_receive_interval": 28.57799999997951, "node_8_observer_receive_interval": 0.061999999976251274}, "limits": "Native graph, trace and observer stage times have separate boundaries. Instrumentation adds overhead."}, "cache": {"cached_nodes": ["1", "11", "12", "2", "4", "5"], "same_runtime_retained": true, "immediate_warm_claim": false, "encoder_cached": false, "context": {"native_inter_run_gap_seconds": 23.027, "only_seed_changed_from_predecessor": false, "text_changed_from_predecessor": true}}, "resources": {"sampled_summary": {"sample_count": 95, "inflight_sample_count": 94, "minimum_ram_available_bytes": 6338473984, "minimum_commit_available_bytes": 13460717568, "minimum_system_drive_free_bytes": 18527576064, "maximum_sampled_device_gpu_used_mib": 4826}, "limits": "Device-wide observations include display/other workloads; exact per-process WDDM observations are separate."}, "residency": {"logical_verified": true, "registered_parameters_and_buffers_checked": true, "strict_placement_snapshots": 11, "step_callback_count": 8, "callback_boundary": "post_denoiser_pre_euler_update", "physical_dedicated_residency_proven": false, "generator_unloaded_by_wrapper": false, "automatic_partial_or_cpu_fallback": false, "minimum_sampled_driver_free_bytes": 0, "maximum_torch_peak_allocated_bytes": 3505619968, "maximum_torch_peak_reserved_bytes": 4240441344, "actual_wddm_evidence_validated": true, "wddm_whole_graph_coverage_verified": true, "wddm_generator_coverage_verified": true, "wddm_whole_graph_window": {"coverage_failures": [], "duration_seconds": 192.56799983978271, "maximum_observed_gap_seconds": 1.0399060249328613, "sample_count": 192, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": true, "median_observed_gap_seconds": 1.0115599632263184, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4327198720, "maximum_dedicated_delta_from_idle_bytes": 4259356672, "coverage_verified": true, "boundary_before_seconds": 0.07513117790222168, "boundary_after_seconds": 0.6024279594421387}, "wddm_generator_window": {"coverage_failures": [], "duration_seconds": 62.35402488708496, "maximum_observed_gap_seconds": 1.0207829475402832, "sample_count": 64, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": true, "median_observed_gap_seconds": 1.012315034866333, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4327198720, "maximum_dedicated_delta_from_idle_bytes": 4259356672, "coverage_verified": true, "boundary_before_seconds": 0.45925211906433105, "boundary_after_seconds": 0.9056990146636963}, "wddm_query_error_count_total": 3, "wddm_query_errors_in_whole_graph_window": 0, "wddm_query_errors_in_generator_window": 0, "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."}, "encoding": {"encoder_cached": false, "token_truncation_verified": false}, "verification": {"full_decode": true, "checksum": true, "acknowledged": true, "trace_attachment": true, "native_experiment": true, "native_comparable_Q4_Q8_Q2_experiments": true, "independent_public_copy_decode": true, "visual_review": true, "logical_generator_placement": true, "wddm_evidence_validated": true, "wddm_whole_graph_coverage": true, "wddm_generator_window_coverage": true, "wddm_observation_coverage": true, "physical_dedicated_residency_proven": false}, "findings": ["Recognizable warmly lit bakery on a wet evening with a slightly angled view.", "Requested storefront, bicycle, warm reflections and exact sign are present.", "Warm glass and wet paving are visible, with softer low-contrast detail and grain in the facade.", "Door/window geometry is generally coherent; bicycle frame and wheels are hard to separate in the dark right corner.", "MORNING BREAD is clearly readable and correctly spelled.", "Bicycle details merge into dark overlapping curves; facade/door detail is softer than the matched originals."], "media": [{"path": "media/qwen-turbo-q2-05.png", "mime_type": "image/png", "size_bytes": 426742, "sha256": "b4c0eb114173be80b501ebd5f7d952c637a7cea88a2470c2f975e94b774b1038", "source_sha256": "6df09a9db58b9e8f024e1ade12ce471eae0d1532d70cf69a226d7b34598e2480", "width": 512, "height": 512, "pixel_sha256": "3af43f1640e218ec7223d4c46a7557eb91323e97dd81c7c3ca7c9e1acc7565bd", "metadata_handling": "PNG re-encoded losslessly without ancillary metadata; decoded pixels unchanged.", "public_copy_full_decode_passed": true, "source_content_preserved": "Decoded pixels byte-identical"}], "workflow_path": "workflows/qwen-turbo-q2-05.json", "workflow_sha256": "f6ab7dc8be4e477ac43839e5bdde652abf7bced00aa38bfb9c4ce3446a8f67f7", "source_workflow_canonical_sha256": "158fae6208fb36dbb6e1b3997d5a544f43246c3a93716e5c4e06825c880be32f", "matched_comparison": {"q4_record": "qwen-turbo-05", "q8_record": "qwen-turbo-q8-05", "comparison_path": "qwen-turbo-q4-q8-q2-comparison.json"}}
+{"id": "qwen-turbo-q2-06", "label": "Qwen Image 2.1 Turbo Q2_K · seed 47", "group": "qwen21-turbo-q2-comparison", "kind": "image", "model_id": "qwen-turbo-q2", "model": "unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K", "seed": 47, "status": "succeeded", "accepted_result": true, "prompt": "A bright Victorian glass greenhouse filled with lush ferns, hanging orchids and terracotta pots. A narrow brick path curves from the bottom left toward an open green door at the far end. Morning sunlight makes geometric shadows through the iron window frames. Include a single brass watering can beside the path and misty trees beyond the glass. Architectural photograph, balanced natural colors, no people or text.", "prompt_details": {"word_count": 66, "complexity": "Botanical architecture", "conditioning_texts": {"3.prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA bright Victorian glass greenhouse filled with lush ferns, hanging orchids and terracotta pots. A narrow brick path curves from the bottom left toward an open green door at the far end. Morning sunlight makes geometric shadows through the iron window frames. Include a single brass watering can beside the path and misty trees beyond the glass. Architectural photograph, balanced natural colors, no people or text."}, "actual_positive_text": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA bright Victorian glass greenhouse filled with lush ferns, hanging orchids and terracotta pots. A narrow brick path curves from the bottom left toward an open green door at the far end. Morning sunlight makes geometric shadows through the iron window frames. Include a single brass watering can beside the path and misty trees beyond the glass. Architectural photograph, balanced natural colors, no people or text."}, "parameters": {"1 UnetLoaderGGUFAdvanced": {"unet_name": "qwen-image-2.1-turbo-Q2_K.gguf", "dequant_dtype": "float32", "patch_dtype": "float32", "patch_on_device": false}, "2 CLIPLoader": {"clip_name": "qwen3vl_8b_int8_convrot.safetensors", "type": "qwen_image", "device": "cpu"}, "3 TextEncodeQwenImage21": {"negative_prompt": "", "resolution": 512}, "4 VAELoader": {"vae_name": "qwen_image_2.1_vae_bf16.safetensors"}, "5 QwenImage21Cache": {"device": "off", "dtype": "default"}, "6 PFQwenQ2WholeGeneratorSampler": {}, "7 VAEDecode": {}, "8 SaveImage": {}, "9 RandomNoise": {"noise_seed": 47}, "10 CFGGuider": {"cfg": 1.0}, "11 KSamplerSelect": {"sampler_name": "euler"}, "12 ManualSigmas": {"sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"}}, "timing": {"factory_trace_seconds": 198.930336, "comfy_server_seconds": 196.334, "stages_seconds": {"node_3_observer_receive_interval": 104.64100000000326, "node_10_observer_receive_interval": 0.031000000017229468, "node_9_observer_receive_interval": 0.01600000000325963, "node_6_observer_receive_interval": 62.51500000001397, "node_7_observer_receive_interval": 29.04700000002049, "node_8_observer_receive_interval": 0.09399999992456287}, "limits": "Native graph, trace and observer stage times have separate boundaries. Instrumentation adds overhead."}, "cache": {"cached_nodes": ["1", "11", "12", "2", "4", "5"], "same_runtime_retained": true, "immediate_warm_claim": false, "encoder_cached": false, "context": {"native_inter_run_gap_seconds": 14.767, "only_seed_changed_from_predecessor": false, "text_changed_from_predecessor": true}}, "resources": {"sampled_summary": {"sample_count": 98, "inflight_sample_count": 97, "minimum_ram_available_bytes": 6357422080, "minimum_commit_available_bytes": 13414871040, "minimum_system_drive_free_bytes": 18539483136, "maximum_sampled_device_gpu_used_mib": 4826}, "limits": "Device-wide observations include display/other workloads; exact per-process WDDM observations are separate."}, "residency": {"logical_verified": true, "registered_parameters_and_buffers_checked": true, "strict_placement_snapshots": 11, "step_callback_count": 8, "callback_boundary": "post_denoiser_pre_euler_update", "physical_dedicated_residency_proven": false, "generator_unloaded_by_wrapper": false, "automatic_partial_or_cpu_fallback": false, "minimum_sampled_driver_free_bytes": 0, "maximum_torch_peak_allocated_bytes": 3506624512, "maximum_torch_peak_reserved_bytes": 4240441344, "actual_wddm_evidence_validated": true, "wddm_whole_graph_coverage_verified": false, "wddm_generator_coverage_verified": true, "wddm_whole_graph_window": {"coverage_failures": ["Actual successful-sample gap exceeds3s"], "duration_seconds": 196.33400011062622, "maximum_observed_gap_seconds": 6.406083106994629, "sample_count": 192, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": false, "median_observed_gap_seconds": 1.0125939846038818, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4327198720, "maximum_dedicated_delta_from_idle_bytes": 4259356672, "coverage_verified": false, "boundary_before_seconds": 1.0201048851013184, "boundary_after_seconds": 0.8647909164428711}, "wddm_generator_window": {"coverage_failures": [], "duration_seconds": 62.48014998435974, "maximum_observed_gap_seconds": 1.0224559307098389, "sample_count": 64, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": true, "median_observed_gap_seconds": 1.0138788223266602, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4327198720, "maximum_dedicated_delta_from_idle_bytes": 4259356672, "coverage_verified": true, "boundary_before_seconds": 0.47749900817871094, "boundary_after_seconds": 0.7270112037658691}, "wddm_query_error_count_total": 3, "wddm_query_errors_in_whole_graph_window": 1, "wddm_query_errors_in_generator_window": 0, "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."}, "encoding": {"encoder_cached": false, "token_truncation_verified": false}, "verification": {"full_decode": true, "checksum": true, "acknowledged": true, "trace_attachment": true, "native_experiment": true, "native_comparable_Q4_Q8_Q2_experiments": true, "independent_public_copy_decode": true, "visual_review": true, "logical_generator_placement": true, "wddm_evidence_validated": true, "wddm_whole_graph_coverage": false, "wddm_generator_window_coverage": true, "wddm_observation_coverage": false, "physical_dedicated_residency_proven": false}, "findings": ["Coherent sunlit greenhouse with benches, lush ferns, hanging pots and an open door.", "Matches glasshouse, pots, plants and a narrow path; pronounced diagonal shadows are present. Hanging orchids are not clearly identifiable, and the brass object reads more as a bucket than a watering can.", "Glass/iron and terracotta are distinguishable; foliage and window edges have conspicuous fine stippling.", "Door and roof perspective remain recognizable; thin frame lines are sometimes wavy/doubled, path is mostly straight and a watering-can spout is not visible.", "No text requested or visible.", "Brass watering can is bucket-like without a visible spout; orchid blossoms are not resolved; window/plant edges are grainy."], "media": [{"path": "media/qwen-turbo-q2-06.png", "mime_type": "image/png", "size_bytes": 675033, "sha256": "40a896dce00a40bae66e1c0ba0c98acba66813cadb5696b49baf368ee8bae914", "source_sha256": "6579e3174710dc2d8fbc0f67001467f028769066646309ebf538abd9e3d03fdc", "width": 512, "height": 512, "pixel_sha256": "a7a39b3c95e1c6bb6163fa4a92d3ca5b159f5b27e1e1610299187818b38d01d5", "metadata_handling": "PNG re-encoded losslessly without ancillary metadata; decoded pixels unchanged.", "public_copy_full_decode_passed": true, "source_content_preserved": "Decoded pixels byte-identical"}], "workflow_path": "workflows/qwen-turbo-q2-06.json", "workflow_sha256": "2135946441bc0ca1dade80acf42ed8608a5f54ffe4b6084fe0a68b4aa3859449", "source_workflow_canonical_sha256": "fe79dee0b56b629743bcd56c7466dc0ca43301658f3d6b213266706f1fa1b8c8", "matched_comparison": {"q4_record": "qwen-turbo-06", "q8_record": "qwen-turbo-q8-06", "comparison_path": "qwen-turbo-q4-q8-q2-comparison.json"}}
+{"id": "qwen-turbo-q2-07", "label": "Qwen Image 2.1 Turbo Q2_K · seed 48", "group": "qwen21-turbo-q2-comparison", "kind": "image", "model_id": "qwen-turbo-q2", "model": "unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K", "seed": 48, "status": "succeeded", "accepted_result": true, "prompt": "An editorial portrait of an adult female ceramic artist in her forties working in a sunlit pottery studio. She wears a blue linen apron over a cream shirt and calmly holds a small unfinished bowl in both hands, fingers naturally curled around the rim. Her face is clear and expressive, with a few silver strands in dark curly hair. Shelves of glazed pottery remain softly out of focus behind her. Frame from the waist upward, eye-level camera, gentle window light from the left, documentary realism.", "prompt_details": {"word_count": 85, "complexity": "Portrait / hands", "conditioning_texts": {"3.prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nAn editorial portrait of an adult female ceramic artist in her forties working in a sunlit pottery studio. She wears a blue linen apron over a cream shirt and calmly holds a small unfinished bowl in both hands, fingers naturally curled around the rim. Her face is clear and expressive, with a few silver strands in dark curly hair. Shelves of glazed pottery remain softly out of focus behind her. Frame from the waist upward, eye-level camera, gentle window light from the left, documentary realism."}, "actual_positive_text": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nAn editorial portrait of an adult female ceramic artist in her forties working in a sunlit pottery studio. She wears a blue linen apron over a cream shirt and calmly holds a small unfinished bowl in both hands, fingers naturally curled around the rim. Her face is clear and expressive, with a few silver strands in dark curly hair. Shelves of glazed pottery remain softly out of focus behind her. Frame from the waist upward, eye-level camera, gentle window light from the left, documentary realism."}, "parameters": {"1 UnetLoaderGGUFAdvanced": {"unet_name": "qwen-image-2.1-turbo-Q2_K.gguf", "dequant_dtype": "float32", "patch_dtype": "float32", "patch_on_device": false}, "2 CLIPLoader": {"clip_name": "qwen3vl_8b_int8_convrot.safetensors", "type": "qwen_image", "device": "cpu"}, "3 TextEncodeQwenImage21": {"negative_prompt": "", "resolution": 512}, "4 VAELoader": {"vae_name": "qwen_image_2.1_vae_bf16.safetensors"}, "5 QwenImage21Cache": {"device": "off", "dtype": "default"}, "6 PFQwenQ2WholeGeneratorSampler": {}, "7 VAEDecode": {}, "8 SaveImage": {}, "9 RandomNoise": {"noise_seed": 48}, "10 CFGGuider": {"cfg": 1.0}, "11 KSamplerSelect": {"sampler_name": "euler"}, "12 ManualSigmas": {"sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"}}, "timing": {"factory_trace_seconds": 198.942577, "comfy_server_seconds": 196.532, "stages_seconds": {"node_3_observer_receive_interval": 105.09400000004098, "node_10_observer_receive_interval": 0.015000000013969839, "node_9_observer_receive_interval": 0.015999999945051968, "node_6_observer_receive_interval": 62.81200000003446, "node_7_observer_receive_interval": 28.5, "node_8_observer_receive_interval": 0.0779999999795109}, "limits": "Native graph, trace and observer stage times have separate boundaries. Instrumentation adds overhead."}, "cache": {"cached_nodes": ["1", "11", "12", "2", "4", "5"], "same_runtime_retained": true, "immediate_warm_claim": false, "encoder_cached": false, "context": {"native_inter_run_gap_seconds": 23.127, "only_seed_changed_from_predecessor": false, "text_changed_from_predecessor": true}}, "resources": {"sampled_summary": {"sample_count": 98, "inflight_sample_count": 97, "minimum_ram_available_bytes": 6449410048, "minimum_commit_available_bytes": 13428981760, "minimum_system_drive_free_bytes": 18539282432, "maximum_sampled_device_gpu_used_mib": 4826}, "limits": "Device-wide observations include display/other workloads; exact per-process WDDM observations are separate."}, "residency": {"logical_verified": true, "registered_parameters_and_buffers_checked": true, "strict_placement_snapshots": 11, "step_callback_count": 8, "callback_boundary": "post_denoiser_pre_euler_update", "physical_dedicated_residency_proven": false, "generator_unloaded_by_wrapper": false, "automatic_partial_or_cpu_fallback": false, "minimum_sampled_driver_free_bytes": 0, "maximum_torch_peak_allocated_bytes": 3508611072, "maximum_torch_peak_reserved_bytes": 4240441344, "actual_wddm_evidence_validated": true, "wddm_whole_graph_coverage_verified": true, "wddm_generator_coverage_verified": true, "wddm_whole_graph_window": {"coverage_failures": [], "duration_seconds": 196.53199982643127, "maximum_observed_gap_seconds": 1.0469169616699219, "sample_count": 197, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": true, "median_observed_gap_seconds": 1.0124080181121826, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4327198720, "maximum_dedicated_delta_from_idle_bytes": 4259356672, "coverage_verified": true, "boundary_before_seconds": 1.0112590789794922, "boundary_after_seconds": 0.7042651176452637}, "wddm_generator_window": {"coverage_failures": [], "duration_seconds": 62.79995894432068, "maximum_observed_gap_seconds": 1.029505968093872, "sample_count": 64, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": true, "median_observed_gap_seconds": 1.0130598545074463, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4327198720, "maximum_dedicated_delta_from_idle_bytes": 4259356672, "coverage_verified": true, "boundary_before_seconds": 0.010010004043579102, "boundary_after_seconds": 0.9628779888153076}, "wddm_query_error_count_total": 3, "wddm_query_errors_in_whole_graph_window": 0, "wddm_query_errors_in_generator_window": 0, "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."}, "encoding": {"encoder_cached": false, "token_truncation_verified": false}, "verification": {"full_decode": true, "checksum": true, "acknowledged": true, "trace_attachment": true, "native_experiment": true, "native_comparable_Q4_Q8_Q2_experiments": true, "independent_public_copy_decode": true, "visual_review": true, "logical_generator_placement": true, "wddm_evidence_validated": true, "wddm_whole_graph_coverage": true, "wddm_generator_window_coverage": true, "wddm_observation_coverage": true, "physical_dedicated_residency_proven": false}, "findings": ["Recognizable adult artist holding a ceramic bowl in a pottery studio.", "Blue apron, cream shirt, curly dark hair, bowl and softly blurred pottery shelves match; silver strands and precise rim grip are not distinct.", "Face, linen and ceramic remain separable, but skin/hair and hands are softer than the two matched originals.", "The bowl is supported partly underneath; fingers and hand edges blend together, and small facial/eye details are smeared.", "No text requested or visible.", "Finger separation is weak, especially under the bowl; facial/eye detail is soft; the requested silver strands and rim grip are not clearly shown."], "media": [{"path": "media/qwen-turbo-q2-07.png", "mime_type": "image/png", "size_bytes": 419399, "sha256": "bc0c5eecd40aced92a3944789a8a53d98ad99e4b0c8d442bbc74369d244ee92a", "source_sha256": "791d4c49d4da135b6af93c0b8ef255fb6c52f59357da1a5e75b2ebc5bd40e103", "width": 512, "height": 512, "pixel_sha256": "5fd4fd0fe5f6aef34f48f9e650f5d98d1d12ac40a76948d2626780dbbc239190", "metadata_handling": "PNG re-encoded losslessly without ancillary metadata; decoded pixels unchanged.", "public_copy_full_decode_passed": true, "source_content_preserved": "Decoded pixels byte-identical"}], "workflow_path": "workflows/qwen-turbo-q2-07.json", "workflow_sha256": "4182f185c77beecf9f24d5f8a3f5e111a0c2efaa16ea6926410455773859c6eb", "source_workflow_canonical_sha256": "bb2093c212a8aa1c2b9a619dba901657ca66660bd1b5dd8482c06fc545b0e0e1", "matched_comparison": {"q4_record": "qwen-turbo-07", "q8_record": "qwen-turbo-q8-07", "comparison_path": "qwen-turbo-q4-q8-q2-comparison.json"}}
+{"id": "qwen-turbo-q2-08", "label": "Qwen Image 2.1 Turbo Q2_K · seed 49", "group": "qwen21-turbo-q2-comparison", "kind": "image", "model_id": "qwen-turbo-q2", "model": "unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K", "seed": 49, "status": "succeeded", "accepted_result": true, "prompt": "A charming small brass robot with a round glass head stands on a wooden step stool inside an enormous old library, carefully returning a red book to a high shelf. The robot has two articulated arms and three visible fingers on each hand. A tiny blue mechanical bird perches on its shoulder. Bookshelves curve toward a domed ceiling painted with constellations; the far aisle is illuminated by warm amber lamps. Render as a detailed hand-painted storybook illustration with teal shadows, golden highlights and a clear focal point. Keep the robot, stool and book visibly separate, with no extra limbs, no captions and no written lettering.", "prompt_details": {"word_count": 105, "complexity": "Stylized story scene", "conditioning_texts": {"3.prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA charming small brass robot with a round glass head stands on a wooden step stool inside an enormous old library, carefully returning a red book to a high shelf. The robot has two articulated arms and three visible fingers on each hand. A tiny blue mechanical bird perches on its shoulder. Bookshelves curve toward a domed ceiling painted with constellations; the far aisle is illuminated by warm amber lamps. Render as a detailed hand-painted storybook illustration with teal shadows, golden highlights and a clear focal point. Keep the robot, stool and book visibly separate, with no extra limbs, no captions and no written lettering."}, "actual_positive_text": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA charming small brass robot with a round glass head stands on a wooden step stool inside an enormous old library, carefully returning a red book to a high shelf. The robot has two articulated arms and three visible fingers on each hand. A tiny blue mechanical bird perches on its shoulder. Bookshelves curve toward a domed ceiling painted with constellations; the far aisle is illuminated by warm amber lamps. Render as a detailed hand-painted storybook illustration with teal shadows, golden highlights and a clear focal point. Keep the robot, stool and book visibly separate, with no extra limbs, no captions and no written lettering."}, "parameters": {"1 UnetLoaderGGUFAdvanced": {"unet_name": "qwen-image-2.1-turbo-Q2_K.gguf", "dequant_dtype": "float32", "patch_dtype": "float32", "patch_on_device": false}, "2 CLIPLoader": {"clip_name": "qwen3vl_8b_int8_convrot.safetensors", "type": "qwen_image", "device": "cpu"}, "3 TextEncodeQwenImage21": {"negative_prompt": "", "resolution": 512}, "4 VAELoader": {"vae_name": "qwen_image_2.1_vae_bf16.safetensors"}, "5 QwenImage21Cache": {"device": "off", "dtype": "default"}, "6 PFQwenQ2WholeGeneratorSampler": {}, "7 VAEDecode": {}, "8 SaveImage": {}, "9 RandomNoise": {"noise_seed": 49}, "10 CFGGuider": {"cfg": 1.0}, "11 KSamplerSelect": {"sampler_name": "euler"}, "12 ManualSigmas": {"sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"}}, "timing": {"factory_trace_seconds": 201.828697, "comfy_server_seconds": 200.972, "stages_seconds": {"node_3_observer_receive_interval": 105.82799999997951, "node_10_observer_receive_interval": 0, "node_9_observer_receive_interval": 0.015000000013969839, "node_6_observer_receive_interval": 66.25, "node_7_observer_receive_interval": 28.78200000000652, "node_8_observer_receive_interval": 0.0779999999795109}, "limits": "Native graph, trace and observer stage times have separate boundaries. Instrumentation adds overhead."}, "cache": {"cached_nodes": ["1", "11", "12", "2", "4", "5"], "same_runtime_retained": true, "immediate_warm_claim": false, "encoder_cached": false, "context": {"native_inter_run_gap_seconds": 27.689, "only_seed_changed_from_predecessor": false, "text_changed_from_predecessor": true}}, "resources": {"sampled_summary": {"sample_count": 99, "inflight_sample_count": 98, "minimum_ram_available_bytes": 6506614784, "minimum_commit_available_bytes": 13419515904, "minimum_system_drive_free_bytes": 18554941440, "maximum_sampled_device_gpu_used_mib": 4824}, "limits": "Device-wide observations include display/other workloads; exact per-process WDDM observations are separate."}, "residency": {"logical_verified": true, "registered_parameters_and_buffers_checked": true, "strict_placement_snapshots": 11, "step_callback_count": 8, "callback_boundary": "post_denoiser_pre_euler_update", "physical_dedicated_residency_proven": false, "generator_unloaded_by_wrapper": false, "automatic_partial_or_cpu_fallback": false, "minimum_sampled_driver_free_bytes": 0, "maximum_torch_peak_allocated_bytes": 3510944768, "maximum_torch_peak_reserved_bytes": 4238344192, "actual_wddm_evidence_validated": true, "wddm_whole_graph_coverage_verified": true, "wddm_generator_coverage_verified": true, "wddm_whole_graph_window": {"coverage_failures": [], "duration_seconds": 200.97199988365173, "maximum_observed_gap_seconds": 1.0361950397491455, "sample_count": 201, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": true, "median_observed_gap_seconds": 1.0128964185714722, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4325101568, "maximum_dedicated_delta_from_idle_bytes": 4257259520, "coverage_verified": true, "boundary_before_seconds": 0.6795389652252197, "boundary_after_seconds": 0.8231890201568604}, "wddm_generator_window": {"coverage_failures": [], "duration_seconds": 66.23333787918091, "maximum_observed_gap_seconds": 1.0228350162506104, "sample_count": 67, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": true, "median_observed_gap_seconds": 1.0129034519195557, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4325101568, "maximum_dedicated_delta_from_idle_bytes": 4257259520, "coverage_verified": true, "boundary_before_seconds": 0.1861891746520996, "boundary_after_seconds": 0.3822910785675049}, "wddm_query_error_count_total": 3, "wddm_query_errors_in_whole_graph_window": 0, "wddm_query_errors_in_generator_window": 0, "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."}, "encoding": {"encoder_cached": false, "token_truncation_verified": false}, "verification": {"full_decode": true, "checksum": true, "acknowledged": true, "trace_attachment": true, "native_experiment": true, "native_comparable_Q4_Q8_Q2_experiments": true, "independent_public_copy_decode": true, "visual_review": true, "logical_generator_placement": true, "wddm_evidence_validated": true, "wddm_whole_graph_coverage": true, "wddm_generator_window_coverage": true, "wddm_observation_coverage": true, "physical_dedicated_residency_proven": false}, "findings": ["Readable brass robot in a tall old illustrated library, reaching toward a red book above a wooden stool.", "Brass body, round glass-fronted head, red book, blue shoulder detail, stool and warm lamps are present. A distinct blue bird and ceiling constellations are not confidently resolved.", "Brass, glass and wood are visually distinct in an etched/painterly style with strong line texture.", "Arms are recognizable, but exact three-finger counts are unclear. Feet are not clearly visible on the stool; the lower legs merge into the region behind the seat.", "No captions or readable lettering are visible.", "Feet/standing support on the stool are ambiguous; exact three fingers per hand are not clearly shown.", "Blue shoulder form is less clearly bird-like than the matched originals; constellations are not distinct."], "media": [{"path": "media/qwen-turbo-q2-08.png", "mime_type": "image/png", "size_bytes": 547451, "sha256": "45db3003f22fa429feff2b83ceee33b6d498d13add838a2233921922f9694616", "source_sha256": "e3065dea5f94eae6dc8cd9edbf08594f2595851b89489070a9ac0304d55d7edf", "width": 512, "height": 512, "pixel_sha256": "745fa8edc5e03c1920431a1a120e9607889e6f61d44ed8eaa42255590003ba1e", "metadata_handling": "PNG re-encoded losslessly without ancillary metadata; decoded pixels unchanged.", "public_copy_full_decode_passed": true, "source_content_preserved": "Decoded pixels byte-identical"}], "workflow_path": "workflows/qwen-turbo-q2-08.json", "workflow_sha256": "a77f6efd575ea0a5fc00e38e315947c56a15207cb33d968285c5c3b9d8dcb771", "source_workflow_canonical_sha256": "0e4f3a5186944c12d11ffdf5bc72c29dbfd8997776423f3990dd0e1666937784", "matched_comparison": {"q4_record": "qwen-turbo-08", "q8_record": "qwen-turbo-q8-08", "comparison_path": "qwen-turbo-q4-q8-q2-comparison.json"}}
+{"id": "qwen-turbo-q2-09", "label": "Qwen Image 2.1 Turbo Q2_K · seed 50", "group": "qwen21-turbo-q2-comparison", "kind": "image", "model_id": "qwen-turbo-q2", "model": "unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K", "seed": 50, "status": "succeeded", "accepted_result": true, "prompt": "A detailed travel photograph of a lively Mediterranean open-air produce market in early morning. In the foreground, three wooden crates hold red tomatoes, striped eggplants and yellow lemons, each type kept in its own crate. An adult vendor wearing a plain white shirt stands behind the stall, handing a small paper bag to an adult customer in a green jacket. A striped blue-and-white canopy casts cool shade over the stall. Beyond them, a narrow pedestrian street slopes toward a distant harbor with two white sailboats. Warm sunlight touches the upper walls but the foreground remains softly shaded. Compose the scene in layers with natural human proportions, believable hands, clear separation between people, baskets and produce, and rich but realistic color. Avoid artificial lens flares, watermarks and unreadable signs.", "prompt_details": {"word_count": 128, "complexity": "Crowded composition", "conditioning_texts": {"3.prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA detailed travel photograph of a lively Mediterranean open-air produce market in early morning. In the foreground, three wooden crates hold red tomatoes, striped eggplants and yellow lemons, each type kept in its own crate. An adult vendor wearing a plain white shirt stands behind the stall, handing a small paper bag to an adult customer in a green jacket. A striped blue-and-white canopy casts cool shade over the stall. Beyond them, a narrow pedestrian street slopes toward a distant harbor with two white sailboats. Warm sunlight touches the upper walls but the foreground remains softly shaded. Compose the scene in layers with natural human proportions, believable hands, clear separation between people, baskets and produce, and rich but realistic color. Avoid artificial lens flares, watermarks and unreadable signs."}, "actual_positive_text": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA detailed travel photograph of a lively Mediterranean open-air produce market in early morning. In the foreground, three wooden crates hold red tomatoes, striped eggplants and yellow lemons, each type kept in its own crate. An adult vendor wearing a plain white shirt stands behind the stall, handing a small paper bag to an adult customer in a green jacket. A striped blue-and-white canopy casts cool shade over the stall. Beyond them, a narrow pedestrian street slopes toward a distant harbor with two white sailboats. Warm sunlight touches the upper walls but the foreground remains softly shaded. Compose the scene in layers with natural human proportions, believable hands, clear separation between people, baskets and produce, and rich but realistic color. Avoid artificial lens flares, watermarks and unreadable signs."}, "parameters": {"1 UnetLoaderGGUFAdvanced": {"unet_name": "qwen-image-2.1-turbo-Q2_K.gguf", "dequant_dtype": "float32", "patch_dtype": "float32", "patch_on_device": false}, "2 CLIPLoader": {"clip_name": "qwen3vl_8b_int8_convrot.safetensors", "type": "qwen_image", "device": "cpu"}, "3 TextEncodeQwenImage21": {"negative_prompt": "", "resolution": 512}, "4 VAELoader": {"vae_name": "qwen_image_2.1_vae_bf16.safetensors"}, "5 QwenImage21Cache": {"device": "off", "dtype": "default"}, "6 PFQwenQ2WholeGeneratorSampler": {}, "7 VAEDecode": {}, "8 SaveImage": {}, "9 RandomNoise": {"noise_seed": 50}, "10 CFGGuider": {"cfg": 1.0}, "11 KSamplerSelect": {"sampler_name": "euler"}, "12 ManualSigmas": {"sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"}}, "timing": {"factory_trace_seconds": 204.987736, "comfy_server_seconds": 204.134, "stages_seconds": {"node_3_observer_receive_interval": 108.5, "node_10_observer_receive_interval": 0, "node_9_observer_receive_interval": 0.01600000006146729, "node_6_observer_receive_interval": 66.35899999993853, "node_7_observer_receive_interval": 29.125, "node_8_observer_receive_interval": 0.06299999996554106}, "limits": "Native graph, trace and observer stage times have separate boundaries. Instrumentation adds overhead."}, "cache": {"cached_nodes": ["1", "11", "12", "2", "4", "5"], "same_runtime_retained": true, "immediate_warm_claim": false, "encoder_cached": false, "context": {"native_inter_run_gap_seconds": 29.696, "only_seed_changed_from_predecessor": false, "text_changed_from_predecessor": true}}, "resources": {"sampled_summary": {"sample_count": 101, "inflight_sample_count": 100, "minimum_ram_available_bytes": 6564458496, "minimum_commit_available_bytes": 13469601792, "minimum_system_drive_free_bytes": 18553696256, "maximum_sampled_device_gpu_used_mib": 4824}, "limits": "Device-wide observations include display/other workloads; exact per-process WDDM observations are separate."}, "residency": {"logical_verified": true, "registered_parameters_and_buffers_checked": true, "strict_placement_snapshots": 11, "step_callback_count": 8, "callback_boundary": "post_denoiser_pre_euler_update", "physical_dedicated_residency_proven": false, "generator_unloaded_by_wrapper": false, "automatic_partial_or_cpu_fallback": false, "minimum_sampled_driver_free_bytes": 0, "maximum_torch_peak_allocated_bytes": 3511954432, "maximum_torch_peak_reserved_bytes": 4238344192, "actual_wddm_evidence_validated": true, "wddm_whole_graph_coverage_verified": true, "wddm_generator_coverage_verified": true, "wddm_whole_graph_window": {"coverage_failures": [], "duration_seconds": 204.1340000629425, "maximum_observed_gap_seconds": 1.0472609996795654, "sample_count": 204, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": true, "median_observed_gap_seconds": 1.0125501155853271, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4325101568, "maximum_dedicated_delta_from_idle_bytes": 4257259520, "coverage_verified": true, "boundary_before_seconds": 0.5481951236724854, "boundary_after_seconds": 0.6634769439697266}, "wddm_generator_window": {"coverage_failures": [], "duration_seconds": 66.34918999671936, "maximum_observed_gap_seconds": 1.0276000499725342, "sample_count": 68, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": true, "median_observed_gap_seconds": 1.0128090381622314, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4325101568, "maximum_dedicated_delta_from_idle_bytes": 4257259520, "coverage_verified": true, "boundary_before_seconds": 0.9175951480865479, "boundary_after_seconds": 0.5098450183868408}, "wddm_query_error_count_total": 3, "wddm_query_errors_in_whole_graph_window": 0, "wddm_query_errors_in_generator_window": 0, "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."}, "encoding": {"encoder_cached": false, "token_truncation_verified": false}, "verification": {"full_decode": true, "checksum": true, "acknowledged": true, "trace_attachment": true, "native_experiment": true, "native_comparable_Q4_Q8_Q2_experiments": true, "independent_public_copy_decode": true, "visual_review": true, "logical_generator_placement": true, "wddm_evidence_validated": true, "wddm_whole_graph_coverage": true, "wddm_generator_window_coverage": true, "wddm_observation_coverage": true, "physical_dedicated_residency_proven": false}, "findings": ["Recognizable outdoor produce stall with three crates and several adults under a blue-and-white canopy.", "Tomatoes, eggplants and lemons are separated into crates; vendor wears white and green outerwear is present. A large extra foreground figure obscures much of the right side and harbor; the requested paper-bag transfer is not distinct.", "Produce and wood are recognizable, but canopy, faces and clothing have soft painterly/stippled detail rather than crisp photographic texture.", "The exchanging hands merge into an indistinct cluster, with no cleanly separated bag. Three people appear, including an additional large green-jacketed back-facing figure.", "No clearly readable signs or labels are visible.", "Paper bag and hands are not cleanly separated.", "Additional foreground person crowds the scene and obscures the harbor; exact two sailboats cannot be verified.", "Fine face/canopy detail is soft and painterly."], "media": [{"path": "media/qwen-turbo-q2-09.png", "mime_type": "image/png", "size_bytes": 471548, "sha256": "39c07e9e480d635b9e5a0023f87be29816db039fcce5ceda4299d8759bbdd500", "source_sha256": "28aee55010f8ea95464c8b2a262a0aa8f87523ee94ce2d5c32a8408f1f73694d", "width": 512, "height": 512, "pixel_sha256": "5d5f20c994fde16ebf5178872ed468f5c560150544c8a97aa6c24af220e6125d", "metadata_handling": "PNG re-encoded losslessly without ancillary metadata; decoded pixels unchanged.", "public_copy_full_decode_passed": true, "source_content_preserved": "Decoded pixels byte-identical"}], "workflow_path": "workflows/qwen-turbo-q2-09.json", "workflow_sha256": "7535b3bb456848968bfec93102baa5dbb332b2e6e39de21f2b15aff678bcf0a9", "source_workflow_canonical_sha256": "cff6715c70c1e5a473e52223bfdbcf3a3aad457bc98344051fd99f956947b7df", "matched_comparison": {"q4_record": "qwen-turbo-09", "q8_record": "qwen-turbo-q8-09", "comparison_path": "qwen-turbo-q4-q8-q2-comparison.json"}}
+{"id": "qwen-turbo-q2-10", "label": "Qwen Image 2.1 Turbo Q2_K · seed 51", "group": "qwen21-turbo-q2-comparison", "kind": "image", "model_id": "qwen-turbo-q2", "model": "unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K", "seed": 51, "status": "succeeded", "accepted_result": true, "prompt": "Create a highly detailed cinematic architectural illustration of a remote mountain observatory at blue hour after a light snowfall. The building occupies the right two-thirds of the square image: a circular pale-stone base supports one weathered copper dome, whose open viewing slit points toward the upper left. A narrow exterior staircase with dark iron handrails climbs from a small lower entrance to a balcony; every step has a thin undisturbed layer of snow. One adult astronomer in a dark red winter coat stands on the balcony with a small white notebook held closed in one gloved hand, looking toward the sky. Place a warm amber lamp immediately above the entrance, creating a pool of light on the stone without illuminating the whole landscape. In the lower left foreground, a crooked pine tree and two exposed granite rocks frame a winding path that leads toward the building. Behind the observatory, show distant mountain ridges fading from slate blue into violet mist. The sky contains scattered sharp stars and a faint natural Milky Way band, with no oversized planets or fantasy moons. Balance warm interior light against cold ambient snow light, use physically plausible perspective, careful separation of the staircase rails and the figure, and visible differences between copper, stone, glass, fabric and snow. The final scene should feel quiet, inhabited and believable. Do not add titles, labels, logos, watermarks, extra people, extra domes or duplicate staircases.", "prompt_details": {"word_count": 235, "complexity": "Elaborate constraints", "conditioning_texts": {"3.prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nCreate a highly detailed cinematic architectural illustration of a remote mountain observatory at blue hour after a light snowfall. The building occupies the right two-thirds of the square image: a circular pale-stone base supports one weathered copper dome, whose open viewing slit points toward the upper left. A narrow exterior staircase with dark iron handrails climbs from a small lower entrance to a balcony; every step has a thin undisturbed layer of snow. One adult astronomer in a dark red winter coat stands on the balcony with a small white notebook held closed in one gloved hand, looking toward the sky. Place a warm amber lamp immediately above the entrance, creating a pool of light on the stone without illuminating the whole landscape. In the lower left foreground, a crooked pine tree and two exposed granite rocks frame a winding path that leads toward the building. Behind the observatory, show distant mountain ridges fading from slate blue into violet mist. The sky contains scattered sharp stars and a faint natural Milky Way band, with no oversized planets or fantasy moons. Balance warm interior light against cold ambient snow light, use physically plausible perspective, careful separation of the staircase rails and the figure, and visible differences between copper, stone, glass, fabric and snow. The final scene should feel quiet, inhabited and believable. Do not add titles, labels, logos, watermarks, extra people, extra domes or duplicate staircases."}, "actual_positive_text": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nCreate a highly detailed cinematic architectural illustration of a remote mountain observatory at blue hour after a light snowfall. The building occupies the right two-thirds of the square image: a circular pale-stone base supports one weathered copper dome, whose open viewing slit points toward the upper left. A narrow exterior staircase with dark iron handrails climbs from a small lower entrance to a balcony; every step has a thin undisturbed layer of snow. One adult astronomer in a dark red winter coat stands on the balcony with a small white notebook held closed in one gloved hand, looking toward the sky. Place a warm amber lamp immediately above the entrance, creating a pool of light on the stone without illuminating the whole landscape. In the lower left foreground, a crooked pine tree and two exposed granite rocks frame a winding path that leads toward the building. Behind the observatory, show distant mountain ridges fading from slate blue into violet mist. The sky contains scattered sharp stars and a faint natural Milky Way band, with no oversized planets or fantasy moons. Balance warm interior light against cold ambient snow light, use physically plausible perspective, careful separation of the staircase rails and the figure, and visible differences between copper, stone, glass, fabric and snow. The final scene should feel quiet, inhabited and believable. Do not add titles, labels, logos, watermarks, extra people, extra domes or duplicate staircases."}, "parameters": {"1 UnetLoaderGGUFAdvanced": {"unet_name": "qwen-image-2.1-turbo-Q2_K.gguf", "dequant_dtype": "float32", "patch_dtype": "float32", "patch_on_device": false}, "2 CLIPLoader": {"clip_name": "qwen3vl_8b_int8_convrot.safetensors", "type": "qwen_image", "device": "cpu"}, "3 TextEncodeQwenImage21": {"negative_prompt": "", "resolution": 512}, "4 VAELoader": {"vae_name": "qwen_image_2.1_vae_bf16.safetensors"}, "5 QwenImage21Cache": {"device": "off", "dtype": "default"}, "6 PFQwenQ2WholeGeneratorSampler": {}, "7 VAEDecode": {}, "8 SaveImage": {}, "9 RandomNoise": {"noise_seed": 51}, "10 CFGGuider": {"cfg": 1.0}, "11 KSamplerSelect": {"sampler_name": "euler"}, "12 ManualSigmas": {"sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"}}, "timing": {"factory_trace_seconds": 219.910558, "comfy_server_seconds": 217.85, "stages_seconds": {"node_3_observer_receive_interval": 116.32800000009593, "node_10_observer_receive_interval": 0, "node_9_observer_receive_interval": 0, "node_6_observer_receive_interval": 72.60899999993853, "node_7_observer_receive_interval": 28.82799999997951, "node_8_observer_receive_interval": 0.07900000002700835}, "limits": "Native graph, trace and observer stage times have separate boundaries. Instrumentation adds overhead."}, "cache": {"cached_nodes": ["1", "11", "12", "2", "4", "5"], "same_runtime_retained": true, "immediate_warm_claim": false, "encoder_cached": false, "context": {"native_inter_run_gap_seconds": 22.358, "only_seed_changed_from_predecessor": false, "text_changed_from_predecessor": true}}, "resources": {"sampled_summary": {"sample_count": 108, "inflight_sample_count": 107, "minimum_ram_available_bytes": 6545543168, "minimum_commit_available_bytes": 13439905792, "minimum_system_drive_free_bytes": 18553393152, "maximum_sampled_device_gpu_used_mib": 4846}, "limits": "Device-wide observations include display/other workloads; exact per-process WDDM observations are separate."}, "residency": {"logical_verified": true, "registered_parameters_and_buffers_checked": true, "strict_placement_snapshots": 11, "step_callback_count": 8, "callback_boundary": "post_denoiser_pre_euler_update", "physical_dedicated_residency_proven": false, "generator_unloaded_by_wrapper": false, "automatic_partial_or_cpu_fallback": false, "minimum_sampled_driver_free_bytes": 0, "maximum_torch_peak_allocated_bytes": 3520192512, "maximum_torch_peak_reserved_bytes": 4261412864, "actual_wddm_evidence_validated": true, "wddm_whole_graph_coverage_verified": false, "wddm_generator_coverage_verified": false, "wddm_whole_graph_window": {"coverage_failures": ["Actual successful-sample gap exceeds3s"], "duration_seconds": 217.85000014305115, "maximum_observed_gap_seconds": 6.074722051620483, "sample_count": 212, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": false, "median_observed_gap_seconds": 1.0130879878997803, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4348170240, "maximum_dedicated_delta_from_idle_bytes": 4280328192, "coverage_verified": false, "boundary_before_seconds": 0.48005199432373047, "boundary_after_seconds": 0.1690659523010254}, "wddm_generator_window": {"coverage_failures": ["Actual successful-sample gap exceeds3s"], "duration_seconds": 72.58504915237427, "maximum_observed_gap_seconds": 6.074722051620483, "sample_count": 69, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": false, "median_observed_gap_seconds": 1.0129915475845337, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4348170240, "maximum_dedicated_delta_from_idle_bytes": 4280328192, "coverage_verified": false, "boundary_before_seconds": 0.4016430377960205, "boundary_after_seconds": 0.7757158279418945}, "wddm_query_error_count_total": 3, "wddm_query_errors_in_whole_graph_window": 1, "wddm_query_errors_in_generator_window": 1, "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."}, "encoding": {"encoder_cached": false, "token_truncation_verified": false}, "verification": {"full_decode": true, "checksum": true, "acknowledged": true, "trace_attachment": true, "native_experiment": true, "native_comparable_Q4_Q8_Q2_experiments": true, "independent_public_copy_decode": true, "visual_review": true, "logical_generator_placement": true, "wddm_evidence_validated": true, "wddm_whole_graph_coverage": false, "wddm_generator_window_coverage": false, "wddm_observation_coverage": false, "physical_dedicated_residency_proven": false}, "findings": ["Recognizable quiet observatory at blue hour with one dome, red-coated figure, stairs and foreground pine/rocks.", "Most major architectural and lighting elements are present, including the warm lamp and snow-covered steps. Sharp stars and a Milky Way band are not clearly visible; the small notebook-like object is not clearly closed.", "Copper-colored dome, stone, snow and fabric remain distinguishable; thin edges and dark surfaces are strongly stippled.", "One staircase and balcony are readable, but railings have wavy/overlapping fine lines and the figure/hand/notebook details are compressed.", "No titles, labels or readable lettering are visible.", "Requested stars and Milky Way are not resolved.", "Balcony/stair railing detail is wavy and tangled; exact notebook state is unclear."], "media": [{"path": "media/qwen-turbo-q2-10.png", "mime_type": "image/png", "size_bytes": 414231, "sha256": "c8e09799d7d8e756e3221a2f7754525d504e0e0c355763120571b5e52d092a37", "source_sha256": "65c2fea2707a6ebc008ab1c6956867214f2f0a925fb51fe349e14a75738ae09c", "width": 512, "height": 512, "pixel_sha256": "1b62142ca270b4cad3505ea0f9692088965e9fd6eb75375625699ed2a9ca39cd", "metadata_handling": "PNG re-encoded losslessly without ancillary metadata; decoded pixels unchanged.", "public_copy_full_decode_passed": true, "source_content_preserved": "Decoded pixels byte-identical"}], "workflow_path": "workflows/qwen-turbo-q2-10.json", "workflow_sha256": "f744448a017d44de87de6093b0fd7df320cf2d97e67cf1c76d6f3e7a38ba9a64", "source_workflow_canonical_sha256": "d5a5fd5c4b3ec35a6b95aa853d2344d37f01dd428f9faccc2b077e9f6426040e", "matched_comparison": {"q4_record": "qwen-turbo-10", "q8_record": "qwen-turbo-q8-10", "comparison_path": "qwen-turbo-q4-q8-q2-comparison.json"}}
diff --git a/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/runs/af3885e2-a493-538c-96f1-efa97569b3f6/run.md b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/runs/af3885e2-a493-538c-96f1-efa97569b3f6/run.md
new file mode 100644
index 0000000..c365ae8
--- /dev/null
+++ b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/runs/af3885e2-a493-538c-96f1-efa97569b3f6/run.md
@@ -0,0 +1,9 @@
+# Predator media: Qwen Image 2.1 Turbo Q2 · matched Q4/Q8/Q2 comparison
+
+10 retained outputs · 10 accepted results · 10 recorded attempts · median Factory trace 198.9s
+
+Technical delivery and media decoding do not establish visual or musical quality. Timings include adapter overhead; cache behavior differs between runs. Failed and cancelled attempts remain in the evidence.
+
+ComfyUI source: `63be2f9b82ad0dac88a7ceaa28a9cf3154125a18`. Per-run prompts, workflow hashes, model versions, timing boundaries, cache evidence, resource observations and verification are in this group’s run.jsonl. Media-generation records use the campaign schema, not the LLM token-throughput schema. Private raw operator logs are excluded; sanitized failed attempts remain.
+
+[Methodology](https://benchmarks.weeyuga.com/methodology.html#packet-foundry-media-v1) · [All media](https://benchmarks.weeyuga.com/benchmarks/predator-media-20261021.html) · [Findings](https://benchmarks.weeyuga.com/findings/images-video-music-on-6gb.html)
diff --git a/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/workflows/qwen-turbo-q2-01.json b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/workflows/qwen-turbo-q2-01.json
new file mode 100644
index 0000000..a5b4c06
--- /dev/null
+++ b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/workflows/qwen-turbo-q2-01.json
@@ -0,0 +1,132 @@
+{
+  "1": {
+    "class_type": "UnetLoaderGGUFAdvanced",
+    "inputs": {
+      "unet_name": "qwen-image-2.1-turbo-Q2_K.gguf",
+      "dequant_dtype": "float32",
+      "patch_dtype": "float32",
+      "patch_on_device": false
+    }
+  },
+  "2": {
+    "class_type": "CLIPLoader",
+    "inputs": {
+      "clip_name": "qwen3vl_8b_int8_convrot.safetensors",
+      "type": "qwen_image",
+      "device": "cpu"
+    }
+  },
+  "3": {
+    "class_type": "TextEncodeQwenImage21",
+    "inputs": {
+      "clip": [
+        "2",
+        0
+      ],
+      "prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA small orange ceramic fox on a pale wooden desk, soft morning light, plain cream background, realistic studio photograph.",
+      "negative_prompt": "",
+      "resolution": 512
+    }
+  },
+  "4": {
+    "class_type": "VAELoader",
+    "inputs": {
+      "vae_name": "qwen_image_2.1_vae_bf16.safetensors"
+    }
+  },
+  "5": {
+    "class_type": "QwenImage21Cache",
+    "inputs": {
+      "model": [
+        "1",
+        0
+      ],
+      "device": "off",
+      "dtype": "default"
+    }
+  },
+  "6": {
+    "class_type": "PFQwenQ2WholeGeneratorSampler",
+    "inputs": {
+      "noise": [
+        "9",
+        0
+      ],
+      "guider": [
+        "10",
+        0
+      ],
+      "sampler": [
+        "11",
+        0
+      ],
+      "sigmas": [
+        "12",
+        0
+      ],
+      "latent_image": [
+        "3",
+        2
+      ]
+    }
+  },
+  "7": {
+    "class_type": "VAEDecode",
+    "inputs": {
+      "samples": [
+        "6",
+        0
+      ],
+      "vae": [
+        "4",
+        0
+      ]
+    }
+  },
+  "8": {
+    "class_type": "SaveImage",
+    "inputs": {
+      "images": [
+        "7",
+        0
+      ],
+      "filename_prefix": "PacketFoundry-Qwen21TurboQ2"
+    }
+  },
+  "9": {
+    "class_type": "RandomNoise",
+    "inputs": {
+      "noise_seed": 42
+    }
+  },
+  "10": {
+    "class_type": "CFGGuider",
+    "inputs": {
+      "model": [
+        "5",
+        0
+      ],
+      "positive": [
+        "3",
+        0
+      ],
+      "negative": [
+        "3",
+        1
+      ],
+      "cfg": 1.0
+    }
+  },
+  "11": {
+    "class_type": "KSamplerSelect",
+    "inputs": {
+      "sampler_name": "euler"
+    }
+  },
+  "12": {
+    "class_type": "ManualSigmas",
+    "inputs": {
+      "sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"
+    }
+  }
+}
diff --git a/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/workflows/qwen-turbo-q2-02.json b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/workflows/qwen-turbo-q2-02.json
new file mode 100644
index 0000000..b4d8c69
--- /dev/null
+++ b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/workflows/qwen-turbo-q2-02.json
@@ -0,0 +1,132 @@
+{
+  "1": {
+    "class_type": "UnetLoaderGGUFAdvanced",
+    "inputs": {
+      "unet_name": "qwen-image-2.1-turbo-Q2_K.gguf",
+      "dequant_dtype": "float32",
+      "patch_dtype": "float32",
+      "patch_on_device": false
+    }
+  },
+  "2": {
+    "class_type": "CLIPLoader",
+    "inputs": {
+      "clip_name": "qwen3vl_8b_int8_convrot.safetensors",
+      "type": "qwen_image",
+      "device": "cpu"
+    }
+  },
+  "3": {
+    "class_type": "TextEncodeQwenImage21",
+    "inputs": {
+      "clip": [
+        "2",
+        0
+      ],
+      "prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA small orange ceramic fox on a pale wooden desk, soft morning light, plain cream background, realistic studio photograph.",
+      "negative_prompt": "",
+      "resolution": 512
+    }
+  },
+  "4": {
+    "class_type": "VAELoader",
+    "inputs": {
+      "vae_name": "qwen_image_2.1_vae_bf16.safetensors"
+    }
+  },
+  "5": {
+    "class_type": "QwenImage21Cache",
+    "inputs": {
+      "model": [
+        "1",
+        0
+      ],
+      "device": "off",
+      "dtype": "default"
+    }
+  },
+  "6": {
+    "class_type": "PFQwenQ2WholeGeneratorSampler",
+    "inputs": {
+      "noise": [
+        "9",
+        0
+      ],
+      "guider": [
+        "10",
+        0
+      ],
+      "sampler": [
+        "11",
+        0
+      ],
+      "sigmas": [
+        "12",
+        0
+      ],
+      "latent_image": [
+        "3",
+        2
+      ]
+    }
+  },
+  "7": {
+    "class_type": "VAEDecode",
+    "inputs": {
+      "samples": [
+        "6",
+        0
+      ],
+      "vae": [
+        "4",
+        0
+      ]
+    }
+  },
+  "8": {
+    "class_type": "SaveImage",
+    "inputs": {
+      "images": [
+        "7",
+        0
+      ],
+      "filename_prefix": "PacketFoundry-Qwen21TurboQ2"
+    }
+  },
+  "9": {
+    "class_type": "RandomNoise",
+    "inputs": {
+      "noise_seed": 43
+    }
+  },
+  "10": {
+    "class_type": "CFGGuider",
+    "inputs": {
+      "model": [
+        "5",
+        0
+      ],
+      "positive": [
+        "3",
+        0
+      ],
+      "negative": [
+        "3",
+        1
+      ],
+      "cfg": 1.0
+    }
+  },
+  "11": {
+    "class_type": "KSamplerSelect",
+    "inputs": {
+      "sampler_name": "euler"
+    }
+  },
+  "12": {
+    "class_type": "ManualSigmas",
+    "inputs": {
+      "sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"
+    }
+  }
+}
diff --git a/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/workflows/qwen-turbo-q2-03.json b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/workflows/qwen-turbo-q2-03.json
new file mode 100644
index 0000000..f058f8b
--- /dev/null
+++ b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/workflows/qwen-turbo-q2-03.json
@@ -0,0 +1,132 @@
+{
+  "1": {
+    "class_type": "UnetLoaderGGUFAdvanced",
+    "inputs": {
+      "unet_name": "qwen-image-2.1-turbo-Q2_K.gguf",
+      "dequant_dtype": "float32",
+      "patch_dtype": "float32",
+      "patch_on_device": false
+    }
+  },
+  "2": {
+    "class_type": "CLIPLoader",
+    "inputs": {
+      "clip_name": "qwen3vl_8b_int8_convrot.safetensors",
+      "type": "qwen_image",
+      "device": "cpu"
+    }
+  },
+  "3": {
+    "class_type": "TextEncodeQwenImage21",
+    "inputs": {
+      "clip": [
+        "2",
+        0
+      ],
+      "prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA turquoise alpine lake beneath snowy mountains at sunrise, a yellow canoe near the shore, crisp natural landscape photograph.",
+      "negative_prompt": "",
+      "resolution": 512
+    }
+  },
+  "4": {
+    "class_type": "VAELoader",
+    "inputs": {
+      "vae_name": "qwen_image_2.1_vae_bf16.safetensors"
+    }
+  },
+  "5": {
+    "class_type": "QwenImage21Cache",
+    "inputs": {
+      "model": [
+        "1",
+        0
+      ],
+      "device": "off",
+      "dtype": "default"
+    }
+  },
+  "6": {
+    "class_type": "PFQwenQ2WholeGeneratorSampler",
+    "inputs": {
+      "noise": [
+        "9",
+        0
+      ],
+      "guider": [
+        "10",
+        0
+      ],
+      "sampler": [
+        "11",
+        0
+      ],
+      "sigmas": [
+        "12",
+        0
+      ],
+      "latent_image": [
+        "3",
+        2
+      ]
+    }
+  },
+  "7": {
+    "class_type": "VAEDecode",
+    "inputs": {
+      "samples": [
+        "6",
+        0
+      ],
+      "vae": [
+        "4",
+        0
+      ]
+    }
+  },
+  "8": {
+    "class_type": "SaveImage",
+    "inputs": {
+      "images": [
+        "7",
+        0
+      ],
+      "filename_prefix": "PacketFoundry-Qwen21TurboQ2"
+    }
+  },
+  "9": {
+    "class_type": "RandomNoise",
+    "inputs": {
+      "noise_seed": 44
+    }
+  },
+  "10": {
+    "class_type": "CFGGuider",
+    "inputs": {
+      "model": [
+        "5",
+        0
+      ],
+      "positive": [
+        "3",
+        0
+      ],
+      "negative": [
+        "3",
+        1
+      ],
+      "cfg": 1.0
+    }
+  },
+  "11": {
+    "class_type": "KSamplerSelect",
+    "inputs": {
+      "sampler_name": "euler"
+    }
+  },
+  "12": {
+    "class_type": "ManualSigmas",
+    "inputs": {
+      "sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"
+    }
+  }
+}
diff --git a/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/workflows/qwen-turbo-q2-04.json b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/workflows/qwen-turbo-q2-04.json
new file mode 100644
index 0000000..a42ff6b
--- /dev/null
+++ b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/workflows/qwen-turbo-q2-04.json
@@ -0,0 +1,132 @@
+{
+  "1": {
+    "class_type": "UnetLoaderGGUFAdvanced",
+    "inputs": {
+      "unet_name": "qwen-image-2.1-turbo-Q2_K.gguf",
+      "dequant_dtype": "float32",
+      "patch_dtype": "float32",
+      "patch_on_device": false
+    }
+  },
+  "2": {
+    "class_type": "CLIPLoader",
+    "inputs": {
+      "clip_name": "qwen3vl_8b_int8_convrot.safetensors",
+      "type": "qwen_image",
+      "device": "cpu"
+    }
+  },
+  "3": {
+    "class_type": "TextEncodeQwenImage21",
+    "inputs": {
+      "clip": [
+        "2",
+        0
+      ],
+      "prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nProduct photograph of a matte black ceramic teapot with a warm copper handle, resting on dark slate beside two pale linen napkins. Three-quarter view, softbox lighting, crisp material detail, uncluttered background.",
+      "negative_prompt": "",
+      "resolution": 512
+    }
+  },
+  "4": {
+    "class_type": "VAELoader",
+    "inputs": {
+      "vae_name": "qwen_image_2.1_vae_bf16.safetensors"
+    }
+  },
+  "5": {
+    "class_type": "QwenImage21Cache",
+    "inputs": {
+      "model": [
+        "1",
+        0
+      ],
+      "device": "off",
+      "dtype": "default"
+    }
+  },
+  "6": {
+    "class_type": "PFQwenQ2WholeGeneratorSampler",
+    "inputs": {
+      "noise": [
+        "9",
+        0
+      ],
+      "guider": [
+        "10",
+        0
+      ],
+      "sampler": [
+        "11",
+        0
+      ],
+      "sigmas": [
+        "12",
+        0
+      ],
+      "latent_image": [
+        "3",
+        2
+      ]
+    }
+  },
+  "7": {
+    "class_type": "VAEDecode",
+    "inputs": {
+      "samples": [
+        "6",
+        0
+      ],
+      "vae": [
+        "4",
+        0
+      ]
+    }
+  },
+  "8": {
+    "class_type": "SaveImage",
+    "inputs": {
+      "images": [
+        "7",
+        0
+      ],
+      "filename_prefix": "PacketFoundry-Qwen21TurboQ2"
+    }
+  },
+  "9": {
+    "class_type": "RandomNoise",
+    "inputs": {
+      "noise_seed": 45
+    }
+  },
+  "10": {
+    "class_type": "CFGGuider",
+    "inputs": {
+      "model": [
+        "5",
+        0
+      ],
+      "positive": [
+        "3",
+        0
+      ],
+      "negative": [
+        "3",
+        1
+      ],
+      "cfg": 1.0
+    }
+  },
+  "11": {
+    "class_type": "KSamplerSelect",
+    "inputs": {
+      "sampler_name": "euler"
+    }
+  },
+  "12": {
+    "class_type": "ManualSigmas",
+    "inputs": {
+      "sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"
+    }
+  }
+}
diff --git a/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/workflows/qwen-turbo-q2-05.json b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/workflows/qwen-turbo-q2-05.json
new file mode 100644
index 0000000..ba67de4
--- /dev/null
+++ b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/workflows/qwen-turbo-q2-05.json
@@ -0,0 +1,132 @@
+{
+  "1": {
+    "class_type": "UnetLoaderGGUFAdvanced",
+    "inputs": {
+      "unet_name": "qwen-image-2.1-turbo-Q2_K.gguf",
+      "dequant_dtype": "float32",
+      "patch_dtype": "float32",
+      "patch_on_device": false
+    }
+  },
+  "2": {
+    "class_type": "CLIPLoader",
+    "inputs": {
+      "clip_name": "qwen3vl_8b_int8_convrot.safetensors",
+      "type": "qwen_image",
+      "device": "cpu"
+    }
+  },
+  "3": {
+    "class_type": "TextEncodeQwenImage21",
+    "inputs": {
+      "clip": [
+        "2",
+        0
+      ],
+      "prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA cozy neighborhood bakery storefront on a rainy evening. The main sign clearly reads \"MORNING BREAD\" in cream block letters. Warm light glows through the windows, a bicycle leans beside the door, wet paving reflects the orange interior, realistic street photograph.",
+      "negative_prompt": "",
+      "resolution": 512
+    }
+  },
+  "4": {
+    "class_type": "VAELoader",
+    "inputs": {
+      "vae_name": "qwen_image_2.1_vae_bf16.safetensors"
+    }
+  },
+  "5": {
+    "class_type": "QwenImage21Cache",
+    "inputs": {
+      "model": [
+        "1",
+        0
+      ],
+      "device": "off",
+      "dtype": "default"
+    }
+  },
+  "6": {
+    "class_type": "PFQwenQ2WholeGeneratorSampler",
+    "inputs": {
+      "noise": [
+        "9",
+        0
+      ],
+      "guider": [
+        "10",
+        0
+      ],
+      "sampler": [
+        "11",
+        0
+      ],
+      "sigmas": [
+        "12",
+        0
+      ],
+      "latent_image": [
+        "3",
+        2
+      ]
+    }
+  },
+  "7": {
+    "class_type": "VAEDecode",
+    "inputs": {
+      "samples": [
+        "6",
+        0
+      ],
+      "vae": [
+        "4",
+        0
+      ]
+    }
+  },
+  "8": {
+    "class_type": "SaveImage",
+    "inputs": {
+      "images": [
+        "7",
+        0
+      ],
+      "filename_prefix": "PacketFoundry-Qwen21TurboQ2"
+    }
+  },
+  "9": {
+    "class_type": "RandomNoise",
+    "inputs": {
+      "noise_seed": 46
+    }
+  },
+  "10": {
+    "class_type": "CFGGuider",
+    "inputs": {
+      "model": [
+        "5",
+        0
+      ],
+      "positive": [
+        "3",
+        0
+      ],
+      "negative": [
+        "3",
+        1
+      ],
+      "cfg": 1.0
+    }
+  },
+  "11": {
+    "class_type": "KSamplerSelect",
+    "inputs": {
+      "sampler_name": "euler"
+    }
+  },
+  "12": {
+    "class_type": "ManualSigmas",
+    "inputs": {
+      "sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"
+    }
+  }
+}
diff --git a/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/workflows/qwen-turbo-q2-06.json b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/workflows/qwen-turbo-q2-06.json
new file mode 100644
index 0000000..38429b7
--- /dev/null
+++ b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/workflows/qwen-turbo-q2-06.json
@@ -0,0 +1,132 @@
+{
+  "1": {
+    "class_type": "UnetLoaderGGUFAdvanced",
+    "inputs": {
+      "unet_name": "qwen-image-2.1-turbo-Q2_K.gguf",
+      "dequant_dtype": "float32",
+      "patch_dtype": "float32",
+      "patch_on_device": false
+    }
+  },
+  "2": {
+    "class_type": "CLIPLoader",
+    "inputs": {
+      "clip_name": "qwen3vl_8b_int8_convrot.safetensors",
+      "type": "qwen_image",
+      "device": "cpu"
+    }
+  },
+  "3": {
+    "class_type": "TextEncodeQwenImage21",
+    "inputs": {
+      "clip": [
+        "2",
+        0
+      ],
+      "prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA bright Victorian glass greenhouse filled with lush ferns, hanging orchids and terracotta pots. A narrow brick path curves from the bottom left toward an open green door at the far end. Morning sunlight makes geometric shadows through the iron window frames. Include a single brass watering can beside the path and misty trees beyond the glass. Architectural photograph, balanced natural colors, no people or text.",
+      "negative_prompt": "",
+      "resolution": 512
+    }
+  },
+  "4": {
+    "class_type": "VAELoader",
+    "inputs": {
+      "vae_name": "qwen_image_2.1_vae_bf16.safetensors"
+    }
+  },
+  "5": {
+    "class_type": "QwenImage21Cache",
+    "inputs": {
+      "model": [
+        "1",
+        0
+      ],
+      "device": "off",
+      "dtype": "default"
+    }
+  },
+  "6": {
+    "class_type": "PFQwenQ2WholeGeneratorSampler",
+    "inputs": {
+      "noise": [
+        "9",
+        0
+      ],
+      "guider": [
+        "10",
+        0
+      ],
+      "sampler": [
+        "11",
+        0
+      ],
+      "sigmas": [
+        "12",
+        0
+      ],
+      "latent_image": [
+        "3",
+        2
+      ]
+    }
+  },
+  "7": {
+    "class_type": "VAEDecode",
+    "inputs": {
+      "samples": [
+        "6",
+        0
+      ],
+      "vae": [
+        "4",
+        0
+      ]
+    }
+  },
+  "8": {
+    "class_type": "SaveImage",
+    "inputs": {
+      "images": [
+        "7",
+        0
+      ],
+      "filename_prefix": "PacketFoundry-Qwen21TurboQ2"
+    }
+  },
+  "9": {
+    "class_type": "RandomNoise",
+    "inputs": {
+      "noise_seed": 47
+    }
+  },
+  "10": {
+    "class_type": "CFGGuider",
+    "inputs": {
+      "model": [
+        "5",
+        0
+      ],
+      "positive": [
+        "3",
+        0
+      ],
+      "negative": [
+        "3",
+        1
+      ],
+      "cfg": 1.0
+    }
+  },
+  "11": {
+    "class_type": "KSamplerSelect",
+    "inputs": {
+      "sampler_name": "euler"
+    }
+  },
+  "12": {
+    "class_type": "ManualSigmas",
+    "inputs": {
+      "sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"
+    }
+  }
+}
diff --git a/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/workflows/qwen-turbo-q2-07.json b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/workflows/qwen-turbo-q2-07.json
new file mode 100644
index 0000000..d2fc255
--- /dev/null
+++ b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/workflows/qwen-turbo-q2-07.json
@@ -0,0 +1,132 @@
+{
+  "1": {
+    "class_type": "UnetLoaderGGUFAdvanced",
+    "inputs": {
+      "unet_name": "qwen-image-2.1-turbo-Q2_K.gguf",
+      "dequant_dtype": "float32",
+      "patch_dtype": "float32",
+      "patch_on_device": false
+    }
+  },
+  "2": {
+    "class_type": "CLIPLoader",
+    "inputs": {
+      "clip_name": "qwen3vl_8b_int8_convrot.safetensors",
+      "type": "qwen_image",
+      "device": "cpu"
+    }
+  },
+  "3": {
+    "class_type": "TextEncodeQwenImage21",
+    "inputs": {
+      "clip": [
+        "2",
+        0
+      ],
+      "prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nAn editorial portrait of an adult female ceramic artist in her forties working in a sunlit pottery studio. She wears a blue linen apron over a cream shirt and calmly holds a small unfinished bowl in both hands, fingers naturally curled around the rim. Her face is clear and expressive, with a few silver strands in dark curly hair. Shelves of glazed pottery remain softly out of focus behind her. Frame from the waist upward, eye-level camera, gentle window light from the left, documentary realism.",
+      "negative_prompt": "",
+      "resolution": 512
+    }
+  },
+  "4": {
+    "class_type": "VAELoader",
+    "inputs": {
+      "vae_name": "qwen_image_2.1_vae_bf16.safetensors"
+    }
+  },
+  "5": {
+    "class_type": "QwenImage21Cache",
+    "inputs": {
+      "model": [
+        "1",
+        0
+      ],
+      "device": "off",
+      "dtype": "default"
+    }
+  },
+  "6": {
+    "class_type": "PFQwenQ2WholeGeneratorSampler",
+    "inputs": {
+      "noise": [
+        "9",
+        0
+      ],
+      "guider": [
+        "10",
+        0
+      ],
+      "sampler": [
+        "11",
+        0
+      ],
+      "sigmas": [
+        "12",
+        0
+      ],
+      "latent_image": [
+        "3",
+        2
+      ]
+    }
+  },
+  "7": {
+    "class_type": "VAEDecode",
+    "inputs": {
+      "samples": [
+        "6",
+        0
+      ],
+      "vae": [
+        "4",
+        0
+      ]
+    }
+  },
+  "8": {
+    "class_type": "SaveImage",
+    "inputs": {
+      "images": [
+        "7",
+        0
+      ],
+      "filename_prefix": "PacketFoundry-Qwen21TurboQ2"
+    }
+  },
+  "9": {
+    "class_type": "RandomNoise",
+    "inputs": {
+      "noise_seed": 48
+    }
+  },
+  "10": {
+    "class_type": "CFGGuider",
+    "inputs": {
+      "model": [
+        "5",
+        0
+      ],
+      "positive": [
+        "3",
+        0
+      ],
+      "negative": [
+        "3",
+        1
+      ],
+      "cfg": 1.0
+    }
+  },
+  "11": {
+    "class_type": "KSamplerSelect",
+    "inputs": {
+      "sampler_name": "euler"
+    }
+  },
+  "12": {
+    "class_type": "ManualSigmas",
+    "inputs": {
+      "sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"
+    }
+  }
+}
diff --git a/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/workflows/qwen-turbo-q2-08.json b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/workflows/qwen-turbo-q2-08.json
new file mode 100644
index 0000000..7a731c2
--- /dev/null
+++ b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/workflows/qwen-turbo-q2-08.json
@@ -0,0 +1,132 @@
+{
+  "1": {
+    "class_type": "UnetLoaderGGUFAdvanced",
+    "inputs": {
+      "unet_name": "qwen-image-2.1-turbo-Q2_K.gguf",
+      "dequant_dtype": "float32",
+      "patch_dtype": "float32",
+      "patch_on_device": false
+    }
+  },
+  "2": {
+    "class_type": "CLIPLoader",
+    "inputs": {
+      "clip_name": "qwen3vl_8b_int8_convrot.safetensors",
+      "type": "qwen_image",
+      "device": "cpu"
+    }
+  },
+  "3": {
+    "class_type": "TextEncodeQwenImage21",
+    "inputs": {
+      "clip": [
+        "2",
+        0
+      ],
+      "prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA charming small brass robot with a round glass head stands on a wooden step stool inside an enormous old library, carefully returning a red book to a high shelf. The robot has two articulated arms and three visible fingers on each hand. A tiny blue mechanical bird perches on its shoulder. Bookshelves curve toward a domed ceiling painted with constellations; the far aisle is illuminated by warm amber lamps. Render as a detailed hand-painted storybook illustration with teal shadows, golden highlights and a clear focal point. Keep the robot, stool and book visibly separate, with no extra limbs, no captions and no written lettering.",
+      "negative_prompt": "",
+      "resolution": 512
+    }
+  },
+  "4": {
+    "class_type": "VAELoader",
+    "inputs": {
+      "vae_name": "qwen_image_2.1_vae_bf16.safetensors"
+    }
+  },
+  "5": {
+    "class_type": "QwenImage21Cache",
+    "inputs": {
+      "model": [
+        "1",
+        0
+      ],
+      "device": "off",
+      "dtype": "default"
+    }
+  },
+  "6": {
+    "class_type": "PFQwenQ2WholeGeneratorSampler",
+    "inputs": {
+      "noise": [
+        "9",
+        0
+      ],
+      "guider": [
+        "10",
+        0
+      ],
+      "sampler": [
+        "11",
+        0
+      ],
+      "sigmas": [
+        "12",
+        0
+      ],
+      "latent_image": [
+        "3",
+        2
+      ]
+    }
+  },
+  "7": {
+    "class_type": "VAEDecode",
+    "inputs": {
+      "samples": [
+        "6",
+        0
+      ],
+      "vae": [
+        "4",
+        0
+      ]
+    }
+  },
+  "8": {
+    "class_type": "SaveImage",
+    "inputs": {
+      "images": [
+        "7",
+        0
+      ],
+      "filename_prefix": "PacketFoundry-Qwen21TurboQ2"
+    }
+  },
+  "9": {
+    "class_type": "RandomNoise",
+    "inputs": {
+      "noise_seed": 49
+    }
+  },
+  "10": {
+    "class_type": "CFGGuider",
+    "inputs": {
+      "model": [
+        "5",
+        0
+      ],
+      "positive": [
+        "3",
+        0
+      ],
+      "negative": [
+        "3",
+        1
+      ],
+      "cfg": 1.0
+    }
+  },
+  "11": {
+    "class_type": "KSamplerSelect",
+    "inputs": {
+      "sampler_name": "euler"
+    }
+  },
+  "12": {
+    "class_type": "ManualSigmas",
+    "inputs": {
+      "sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"
+    }
+  }
+}
diff --git a/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/workflows/qwen-turbo-q2-09.json b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/workflows/qwen-turbo-q2-09.json
new file mode 100644
index 0000000..95cebc5
--- /dev/null
+++ b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/workflows/qwen-turbo-q2-09.json
@@ -0,0 +1,132 @@
+{
+  "1": {
+    "class_type": "UnetLoaderGGUFAdvanced",
+    "inputs": {
+      "unet_name": "qwen-image-2.1-turbo-Q2_K.gguf",
+      "dequant_dtype": "float32",
+      "patch_dtype": "float32",
+      "patch_on_device": false
+    }
+  },
+  "2": {
+    "class_type": "CLIPLoader",
+    "inputs": {
+      "clip_name": "qwen3vl_8b_int8_convrot.safetensors",
+      "type": "qwen_image",
+      "device": "cpu"
+    }
+  },
+  "3": {
+    "class_type": "TextEncodeQwenImage21",
+    "inputs": {
+      "clip": [
+        "2",
+        0
+      ],
+      "prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA detailed travel photograph of a lively Mediterranean open-air produce market in early morning. In the foreground, three wooden crates hold red tomatoes, striped eggplants and yellow lemons, each type kept in its own crate. An adult vendor wearing a plain white shirt stands behind the stall, handing a small paper bag to an adult customer in a green jacket. A striped blue-and-white canopy casts cool shade over the stall. Beyond them, a narrow pedestrian street slopes toward a distant harbor with two white sailboats. Warm sunlight touches the upper walls but the foreground remains softly shaded. Compose the scene in layers with natural human proportions, believable hands, clear separation between people, baskets and produce, and rich but realistic color. Avoid artificial lens flares, watermarks and unreadable signs.",
+      "negative_prompt": "",
+      "resolution": 512
+    }
+  },
+  "4": {
+    "class_type": "VAELoader",
+    "inputs": {
+      "vae_name": "qwen_image_2.1_vae_bf16.safetensors"
+    }
+  },
+  "5": {
+    "class_type": "QwenImage21Cache",
+    "inputs": {
+      "model": [
+        "1",
+        0
+      ],
+      "device": "off",
+      "dtype": "default"
+    }
+  },
+  "6": {
+    "class_type": "PFQwenQ2WholeGeneratorSampler",
+    "inputs": {
+      "noise": [
+        "9",
+        0
+      ],
+      "guider": [
+        "10",
+        0
+      ],
+      "sampler": [
+        "11",
+        0
+      ],
+      "sigmas": [
+        "12",
+        0
+      ],
+      "latent_image": [
+        "3",
+        2
+      ]
+    }
+  },
+  "7": {
+    "class_type": "VAEDecode",
+    "inputs": {
+      "samples": [
+        "6",
+        0
+      ],
+      "vae": [
+        "4",
+        0
+      ]
+    }
+  },
+  "8": {
+    "class_type": "SaveImage",
+    "inputs": {
+      "images": [
+        "7",
+        0
+      ],
+      "filename_prefix": "PacketFoundry-Qwen21TurboQ2"
+    }
+  },
+  "9": {
+    "class_type": "RandomNoise",
+    "inputs": {
+      "noise_seed": 50
+    }
+  },
+  "10": {
+    "class_type": "CFGGuider",
+    "inputs": {
+      "model": [
+        "5",
+        0
+      ],
+      "positive": [
+        "3",
+        0
+      ],
+      "negative": [
+        "3",
+        1
+      ],
+      "cfg": 1.0
+    }
+  },
+  "11": {
+    "class_type": "KSamplerSelect",
+    "inputs": {
+      "sampler_name": "euler"
+    }
+  },
+  "12": {
+    "class_type": "ManualSigmas",
+    "inputs": {
+      "sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"
+    }
+  }
+}
diff --git a/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/workflows/qwen-turbo-q2-10.json b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/workflows/qwen-turbo-q2-10.json
new file mode 100644
index 0000000..f0501c2
--- /dev/null
+++ b/runs/3cc53336-2555-5e90-99c3-7b94dcb40acc/workflows/qwen-turbo-q2-10.json
@@ -0,0 +1,132 @@
+{
+  "1": {
+    "class_type": "UnetLoaderGGUFAdvanced",
+    "inputs": {
+      "unet_name": "qwen-image-2.1-turbo-Q2_K.gguf",
+      "dequant_dtype": "float32",
+      "patch_dtype": "float32",
+      "patch_on_device": false
+    }
+  },
+  "2": {
+    "class_type": "CLIPLoader",
+    "inputs": {
+      "clip_name": "qwen3vl_8b_int8_convrot.safetensors",
+      "type": "qwen_image",
+      "device": "cpu"
+    }
+  },
+  "3": {
+    "class_type": "TextEncodeQwenImage21",
+    "inputs": {
+      "clip": [
+        "2",
+        0
+      ],
+      "prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nCreate a highly detailed cinematic architectural illustration of a remote mountain observatory at blue hour after a light snowfall. The building occupies the right two-thirds of the square image: a circular pale-stone base supports one weathered copper dome, whose open viewing slit points toward the upper left. A narrow exterior staircase with dark iron handrails climbs from a small lower entrance to a balcony; every step has a thin undisturbed layer of snow. One adult astronomer in a dark red winter coat stands on the balcony with a small white notebook held closed in one gloved hand, looking toward the sky. Place a warm amber lamp immediately above the entrance, creating a pool of light on the stone without illuminating the whole landscape. In the lower left foreground, a crooked pine tree and two exposed granite rocks frame a winding path that leads toward the building. Behind the observatory, show distant mountain ridges fading from slate blue into violet mist. The sky contains scattered sharp stars and a faint natural Milky Way band, with no oversized planets or fantasy moons. Balance warm interior light against cold ambient snow light, use physically plausible perspective, careful separation of the staircase rails and the figure, and visible differences between copper, stone, glass, fabric and snow. The final scene should feel quiet, inhabited and believable. Do not add titles, labels, logos, watermarks, extra people, extra domes or duplicate staircases.",
+      "negative_prompt": "",
+      "resolution": 512
+    }
+  },
+  "4": {
+    "class_type": "VAELoader",
+    "inputs": {
+      "vae_name": "qwen_image_2.1_vae_bf16.safetensors"
+    }
+  },
+  "5": {
+    "class_type": "QwenImage21Cache",
+    "inputs": {
+      "model": [
+        "1",
+        0
+      ],
+      "device": "off",
+      "dtype": "default"
+    }
+  },
+  "6": {
+    "class_type": "PFQwenQ2WholeGeneratorSampler",
+    "inputs": {
+      "noise": [
+        "9",
+        0
+      ],
+      "guider": [
+        "10",
+        0
+      ],
+      "sampler": [
+        "11",
+        0
+      ],
+      "sigmas": [
+        "12",
+        0
+      ],
+      "latent_image": [
+        "3",
+        2
+      ]
+    }
+  },
+  "7": {
+    "class_type": "VAEDecode",
+    "inputs": {
+      "samples": [
+        "6",
+        0
+      ],
+      "vae": [
+        "4",
+        0
+      ]
+    }
+  },
+  "8": {
+    "class_type": "SaveImage",
+    "inputs": {
+      "images": [
+        "7",
+        0
+      ],
+      "filename_prefix": "PacketFoundry-Qwen21TurboQ2"
+    }
+  },
+  "9": {
+    "class_type": "RandomNoise",
+    "inputs": {
+      "noise_seed": 51
+    }
+  },
+  "10": {
+    "class_type": "CFGGuider",
+    "inputs": {
+      "model": [
+        "5",
+        0
+      ],
+      "positive": [
+        "3",
+        0
+      ],
+      "negative": [
+        "3",
+        1
+      ],
+      "cfg": 1.0
+    }
+  },
+  "11": {
+    "class_type": "KSamplerSelect",
+    "inputs": {
+      "sampler_name": "euler"
+    }
+  },
+  "12": {
+    "class_type": "ManualSigmas",
+    "inputs": {
+      "sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"
+    }
+  }
+}
diff --git a/runs/af3885e2-a493-538c-96f1-efa97569b3f6/metadata.json b/runs/af3885e2-a493-538c-96f1-efa97569b3f6/metadata.json
new file mode 100644
index 0000000..eafc295
--- /dev/null
+++ b/runs/af3885e2-a493-538c-96f1-efa97569b3f6/metadata.json
@@ -0,0 +1,51 @@
+{
+  "id": "af3885e2-a493-538c-96f1-efa97569b3f6",
+  "kind": "media-generation",
+  "title": "Predator media: Qwen Image 2.1 Turbo Q2 · matched Q4/Q8/Q2 comparison",
+  "date": "2026-10-21",
+  "started_at": "2026-10-21T13:46:29.128000+00:00",
+  "git_sha": "63be2f9b82ad0dac88a7ceaa28a9cf3154125a18",
+  "hardware": "predator",
+  "hardware_label": "Predator · GTX 1060 6 GB · 28 GB RAM · Windows",
+  "engine": "comfyui",
+  "harness": "packet-foundry-media-v1",
+  "model_family": "generation",
+  "model_sizes": [
+    "unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K"
+  ],
+  "task_kind": "media-generation",
+  "tags": [
+    "image",
+    "video",
+    "music",
+    "retained-failures"
+  ],
+  "headline": "10 retained outputs · 10 accepted results · 10 recorded attempts · median Factory trace 198.9s",
+  "janie_blurb_md": "[Browse the complete campaign and media](/benchmarks/predator-media-20261021.html). [Read the findings](/findings/images-video-music-on-6gb.html).",
+  "janie_blurb_status": "published",
+  "caveat": "Technical delivery and media decoding do not establish visual or musical quality. Timings include adapter overhead; cache behavior differs between runs. Failed and cancelled attempts remain in the evidence.",
+  "caveat_severity": "warning",
+  "methodology_ref": "packet-foundry-media-v1",
+  "methodology_deviations_md": "Source commit identifies ComfyUI 0.42.1. Private bridge revisions and workflow hashes, where captured, are recorded separately in the campaign evidence. No clean matched-quality comparison or isolated quantization speedup is claimed.",
+  "results_table": [],
+  "cells": [],
+  "n_calls_total": 10,
+  "n_errors_total": 0,
+  "chart_spec": null,
+  "site_grade": "standard",
+  "site_grade_reason": "Retained media with explicit verification and quality limitations",
+  "raw_data_urls": {
+    "jsonl": "/data/predator-media-20261021/runs/af3885e2-a493-538c-96f1-efa97569b3f6/run.jsonl",
+    "md": "/data/predator-media-20261021/runs/af3885e2-a493-538c-96f1-efa97569b3f6/run.md",
+    "log": "/data/predator-media-20261021/failures.json",
+    "gitea_dir": "/data/predator-media-20261021/runs/af3885e2-a493-538c-96f1-efa97569b3f6/metadata.json"
+  },
+  "synthesis_doc": "/findings/images-video-music-on-6gb.html",
+  "synthesis_docs_all": [
+    "/findings/images-video-music-on-6gb.html"
+  ],
+  "related_ids": [],
+  "status": "complete",
+  "visibility": "public",
+  "media_group": "qwen21-turbo-q2-comparison"
+}
diff --git a/runs/af3885e2-a493-538c-96f1-efa97569b3f6/run.jsonl b/runs/af3885e2-a493-538c-96f1-efa97569b3f6/run.jsonl
new file mode 100644
index 0000000..d83f1eb
--- /dev/null
+++ b/runs/af3885e2-a493-538c-96f1-efa97569b3f6/run.jsonl
@@ -0,0 +1,10 @@
+{"id": "qwen-turbo-q2-01", "label": "Qwen Image 2.1 Turbo Q2_K · seed 42", "group": "qwen21-turbo-q2-comparison", "kind": "image", "model_id": "qwen-turbo-q2", "model": "unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K", "seed": 42, "status": "succeeded", "accepted_result": true, "prompt": "A small orange ceramic fox on a pale wooden desk, soft morning light, plain cream background, realistic studio photograph.", "prompt_details": {"word_count": 19, "complexity": "Very short / retained runtime pair", "conditioning_texts": {"3.prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA small orange ceramic fox on a pale wooden desk, soft morning light, plain cream background, realistic studio photograph."}, "actual_positive_text": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA small orange ceramic fox on a pale wooden desk, soft morning light, plain cream background, realistic studio photograph."}, "parameters": {"1 UnetLoaderGGUFAdvanced": {"unet_name": "qwen-image-2.1-turbo-Q2_K.gguf", "dequant_dtype": "float32", "patch_dtype": "float32", "patch_on_device": false}, "2 CLIPLoader": {"clip_name": "qwen3vl_8b_int8_convrot.safetensors", "type": "qwen_image", "device": "cpu"}, "3 TextEncodeQwenImage21": {"negative_prompt": "", "resolution": 512}, "4 VAELoader": {"vae_name": "qwen_image_2.1_vae_bf16.safetensors"}, "5 QwenImage21Cache": {"device": "off", "dtype": "default"}, "6 PFQwenQ2WholeGeneratorSampler": {}, "7 VAEDecode": {}, "8 SaveImage": {}, "9 RandomNoise": {"noise_seed": 42}, "10 CFGGuider": {"cfg": 1.0}, "11 KSamplerSelect": {"sampler_name": "euler"}, "12 ManualSigmas": {"sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"}}, "timing": {"factory_trace_seconds": 220.797228, "comfy_server_seconds": 217.04, "stages_seconds": {"node_4_observer_receive_interval": 2.4689999999827705, "node_2_observer_receive_interval": 3.719000000040978, "node_3_observer_receive_interval": 104.53099999995902, "node_12_observer_receive_interval": 0.01600000000325963, "node_11_observer_receive_interval": 0.031000000017229468, "node_1_observer_receive_interval": 0.7339999999967404, "node_5_observer_receive_interval": 0.09399999998277053, "node_10_observer_receive_interval": 0, "node_9_observer_receive_interval": 0.01600000000325963, "node_6_observer_receive_interval": 73.31200000003446, "node_7_observer_receive_interval": 31.57799999997951, "node_8_observer_receive_interval": 0.5}, "limits": "Native graph, trace and observer stage times have separate boundaries. Instrumentation adds overhead."}, "cache": {"cached_nodes": [], "same_runtime_retained": null, "immediate_warm_claim": false, "encoder_cached": false, "context": {"native_inter_run_gap_seconds": null, "only_seed_changed_from_predecessor": false, "text_changed_from_predecessor": false}}, "resources": {"sampled_summary": {"sample_count": 108, "inflight_sample_count": 107, "minimum_ram_available_bytes": 4141621248, "minimum_commit_available_bytes": 13704994816, "minimum_system_drive_free_bytes": 18544037888, "maximum_sampled_device_gpu_used_mib": 4826}, "limits": "Device-wide observations include display/other workloads; exact per-process WDDM observations are separate."}, "residency": {"logical_verified": true, "registered_parameters_and_buffers_checked": true, "strict_placement_snapshots": 11, "step_callback_count": 8, "callback_boundary": "post_denoiser_pre_euler_update", "physical_dedicated_residency_proven": false, "generator_unloaded_by_wrapper": false, "automatic_partial_or_cpu_fallback": false, "minimum_sampled_driver_free_bytes": 0, "maximum_torch_peak_allocated_bytes": 3502995456, "maximum_torch_peak_reserved_bytes": 4244635648, "actual_wddm_evidence_validated": true, "wddm_whole_graph_coverage_verified": false, "wddm_generator_coverage_verified": true, "wddm_whole_graph_window": {"coverage_failures": ["Actual successful-sample gap exceeds3s"], "duration_seconds": 217.03999996185303, "maximum_observed_gap_seconds": 6.159926891326904, "sample_count": 211, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": false, "median_observed_gap_seconds": 1.0130220651626587, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4331393024, "maximum_dedicated_delta_from_idle_bytes": 4263550976, "coverage_verified": false, "boundary_before_seconds": 0.34210705757141113, "boundary_after_seconds": 0.19703912734985352}, "wddm_generator_window": {"coverage_failures": [], "duration_seconds": 72.92103695869446, "maximum_observed_gap_seconds": 1.0297160148620605, "sample_count": 74, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": true, "median_observed_gap_seconds": 1.0130350589752197, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4331393024, "maximum_dedicated_delta_from_idle_bytes": 4263550976, "coverage_verified": true, "boundary_before_seconds": 0.002991199493408203, "boundary_after_seconds": 0.8701419830322266}, "wddm_query_error_count_total": 3, "wddm_query_errors_in_whole_graph_window": 1, "wddm_query_errors_in_generator_window": 0, "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."}, "encoding": {"encoder_cached": false, "token_truncation_verified": false}, "verification": {"full_decode": true, "checksum": true, "acknowledged": true, "trace_attachment": true, "native_experiment": true, "native_comparable_Q4_Q8_Q2_experiments": true, "independent_public_copy_decode": true, "visual_review": true, "logical_generator_placement": true, "wddm_evidence_validated": true, "wddm_whole_graph_coverage": false, "wddm_generator_window_coverage": true, "wddm_observation_coverage": false, "physical_dedicated_residency_proven": false}, "findings": ["A coherent, larger frontal seated fox on the desk, with a visible tail at the left.", "Orange fox, cream backdrop and soft light match; requested ceramic identity is weak.", "Dense fine fur and visible whiskers make it read more like an animal or furry toy than ceramic.", "Face, ears and paws are recognizable; no obvious duplicate limbs.", "No text requested or visible.", "Requested ceramic material is not convincing; fur and whiskers dominate."], "media": [{"path": "media/qwen-turbo-q2-01.png", "mime_type": "image/png", "size_bytes": 310561, "sha256": "e978ec354acaa94c74eae1fdd18769fbfbd05fd974d6649ce3264b77ec3a3888", "source_sha256": "06e56e7ca63ffdc6b0bcb1f0c535ca622987e6abc8c0068040d2707f5eaf13c8", "width": 512, "height": 512, "pixel_sha256": "94c49b07bb2e075a707e35f8627a3561a2f9108920536fa2979acfcc73c7b37b", "metadata_handling": "PNG re-encoded losslessly without ancillary metadata; decoded pixels unchanged.", "public_copy_full_decode_passed": true, "source_content_preserved": "Decoded pixels byte-identical"}], "workflow_path": "workflows/qwen-turbo-q2-01.json", "workflow_sha256": "35730e3e8a00d2d34c3fb10a6a309d15ab1a251c7e2613aa91fdb3cb4ffb42f6", "source_workflow_canonical_sha256": "43cfbcacb278fbf574b2a0ddaa07d8fc0acbf9735efa17f1208825d8b7b20a85", "matched_comparison": {"q4_record": "qwen-turbo-01", "q8_record": "qwen-turbo-q8-01", "comparison_path": "qwen-turbo-q4-q8-q2-comparison.json"}}
+{"id": "qwen-turbo-q2-02", "label": "Qwen Image 2.1 Turbo Q2_K · seed 43", "group": "qwen21-turbo-q2-comparison", "kind": "image", "model_id": "qwen-turbo-q2", "model": "unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K", "seed": 43, "status": "succeeded", "accepted_result": true, "prompt": "A small orange ceramic fox on a pale wooden desk, soft morning light, plain cream background, realistic studio photograph.", "prompt_details": {"word_count": 19, "complexity": "Very short / retained runtime pair", "conditioning_texts": {"3.prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA small orange ceramic fox on a pale wooden desk, soft morning light, plain cream background, realistic studio photograph."}, "actual_positive_text": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA small orange ceramic fox on a pale wooden desk, soft morning light, plain cream background, realistic studio photograph."}, "parameters": {"1 UnetLoaderGGUFAdvanced": {"unet_name": "qwen-image-2.1-turbo-Q2_K.gguf", "dequant_dtype": "float32", "patch_dtype": "float32", "patch_on_device": false}, "2 CLIPLoader": {"clip_name": "qwen3vl_8b_int8_convrot.safetensors", "type": "qwen_image", "device": "cpu"}, "3 TextEncodeQwenImage21": {"negative_prompt": "", "resolution": 512}, "4 VAELoader": {"vae_name": "qwen_image_2.1_vae_bf16.safetensors"}, "5 QwenImage21Cache": {"device": "off", "dtype": "default"}, "6 PFQwenQ2WholeGeneratorSampler": {}, "7 VAEDecode": {}, "8 SaveImage": {}, "9 RandomNoise": {"noise_seed": 43}, "10 CFGGuider": {"cfg": 1.0}, "11 KSamplerSelect": {"sampler_name": "euler"}, "12 ManualSigmas": {"sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"}}, "timing": {"factory_trace_seconds": 93.614167, "comfy_server_seconds": 90.96, "stages_seconds": {"node_9_observer_receive_interval": 0.03200000000651926, "node_6_observer_receive_interval": 61.46799999999348, "node_7_observer_receive_interval": 29.219000000040978, "node_8_observer_receive_interval": 0.14100000000325963}, "limits": "Native graph, trace and observer stage times have separate boundaries. Instrumentation adds overhead."}, "cache": {"cached_nodes": ["1", "10", "11", "12", "2", "3", "4", "5"], "same_runtime_retained": true, "immediate_warm_claim": false, "encoder_cached": true, "context": {"native_inter_run_gap_seconds": 22.769, "only_seed_changed_from_predecessor": true, "text_changed_from_predecessor": false}}, "resources": {"sampled_summary": {"sample_count": 47, "inflight_sample_count": 46, "minimum_ram_available_bytes": 6524329984, "minimum_commit_available_bytes": 13441687552, "minimum_system_drive_free_bytes": 18542247936, "maximum_sampled_device_gpu_used_mib": 4830}, "limits": "Device-wide observations include display/other workloads; exact per-process WDDM observations are separate."}, "residency": {"logical_verified": true, "registered_parameters_and_buffers_checked": true, "strict_placement_snapshots": 11, "step_callback_count": 8, "callback_boundary": "post_denoiser_pre_euler_update", "physical_dedicated_residency_proven": false, "generator_unloaded_by_wrapper": false, "automatic_partial_or_cpu_fallback": false, "minimum_sampled_driver_free_bytes": 0, "maximum_torch_peak_allocated_bytes": 3502995456, "maximum_torch_peak_reserved_bytes": 4244635648, "actual_wddm_evidence_validated": true, "wddm_whole_graph_coverage_verified": true, "wddm_generator_coverage_verified": true, "wddm_whole_graph_window": {"coverage_failures": [], "duration_seconds": 90.96000003814697, "maximum_observed_gap_seconds": 1.0281319618225098, "sample_count": 92, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": true, "median_observed_gap_seconds": 1.012998104095459, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4331393024, "maximum_dedicated_delta_from_idle_bytes": 4263550976, "coverage_verified": true, "boundary_before_seconds": 0.3693549633026123, "boundary_after_seconds": 0.7598569393157959}, "wddm_generator_window": {"coverage_failures": [], "duration_seconds": 61.45852708816528, "maximum_observed_gap_seconds": 1.0233500003814697, "sample_count": 63, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": true, "median_observed_gap_seconds": 1.0130280256271362, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4331393024, "maximum_dedicated_delta_from_idle_bytes": 4263550976, "coverage_verified": true, "boundary_before_seconds": 0.5032908916473389, "boundary_after_seconds": 0.766273021697998}, "wddm_query_error_count_total": 3, "wddm_query_errors_in_whole_graph_window": 0, "wddm_query_errors_in_generator_window": 0, "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."}, "encoding": {"encoder_cached": true, "token_truncation_verified": false}, "verification": {"full_decode": true, "checksum": true, "acknowledged": true, "trace_attachment": true, "native_experiment": true, "native_comparable_Q4_Q8_Q2_experiments": true, "independent_public_copy_decode": true, "visual_review": true, "logical_generator_placement": true, "wddm_evidence_validated": true, "wddm_whole_graph_coverage": true, "wddm_generator_window_coverage": true, "wddm_observation_coverage": true, "physical_dedicated_residency_proven": false}, "findings": ["Coherent frontal toy-like fox with a raised tail on the left.", "Orange fox, pale desk, cream backdrop and studio light are present.", "Fine fur grooves and soft-looking tail suggest a toy or animal texture rather than unmistakable ceramic.", "Large dark eyes and small paws create juvenile/cartoon proportions; limbs remain separate.", "No text requested or visible.", "Ceramic identity is ambiguous; proportions are more juvenile and toy-like than the two matched originals."], "media": [{"path": "media/qwen-turbo-q2-02.png", "mime_type": "image/png", "size_bytes": 278667, "sha256": "97e7660bd40ab579083276c59de0a8ec65ebc05e4008f92bd9a0cb7aa48957a0", "source_sha256": "001ff3b2bbc0bbfffb826c42240e0a1f92c74bacd0f83a16cd1d93a112be0357", "width": 512, "height": 512, "pixel_sha256": "cc4962b6079506dbf4a5dbea5774f0c07ac21776220124967a67bc3db0599d10", "metadata_handling": "PNG re-encoded losslessly without ancillary metadata; decoded pixels unchanged.", "public_copy_full_decode_passed": true, "source_content_preserved": "Decoded pixels byte-identical"}], "workflow_path": "workflows/qwen-turbo-q2-02.json", "workflow_sha256": "487dfeecd5b3f3fdc3d377586fff0289dd2e0820093554d0881ca64a02fe7634", "source_workflow_canonical_sha256": "50c4f3d9f4c1212909bafbebeba5f15f3262fbe7a687e09d6363c62bc19c6986", "matched_comparison": {"q4_record": "qwen-turbo-02", "q8_record": "qwen-turbo-q8-02", "comparison_path": "qwen-turbo-q4-q8-q2-comparison.json"}}
+{"id": "qwen-turbo-q2-03", "label": "Qwen Image 2.1 Turbo Q2_K · seed 44", "group": "qwen21-turbo-q2-comparison", "kind": "image", "model_id": "qwen-turbo-q2", "model": "unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K", "seed": 44, "status": "succeeded", "accepted_result": true, "prompt": "A turquoise alpine lake beneath snowy mountains at sunrise, a yellow canoe near the shore, crisp natural landscape photograph.", "prompt_details": {"word_count": 19, "complexity": "Short landscape", "conditioning_texts": {"3.prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA turquoise alpine lake beneath snowy mountains at sunrise, a yellow canoe near the shore, crisp natural landscape photograph."}, "actual_positive_text": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA turquoise alpine lake beneath snowy mountains at sunrise, a yellow canoe near the shore, crisp natural landscape photograph."}, "parameters": {"1 UnetLoaderGGUFAdvanced": {"unet_name": "qwen-image-2.1-turbo-Q2_K.gguf", "dequant_dtype": "float32", "patch_dtype": "float32", "patch_on_device": false}, "2 CLIPLoader": {"clip_name": "qwen3vl_8b_int8_convrot.safetensors", "type": "qwen_image", "device": "cpu"}, "3 TextEncodeQwenImage21": {"negative_prompt": "", "resolution": 512}, "4 VAELoader": {"vae_name": "qwen_image_2.1_vae_bf16.safetensors"}, "5 QwenImage21Cache": {"device": "off", "dtype": "default"}, "6 PFQwenQ2WholeGeneratorSampler": {}, "7 VAEDecode": {}, "8 SaveImage": {}, "9 RandomNoise": {"noise_seed": 44}, "10 CFGGuider": {"cfg": 1.0}, "11 KSamplerSelect": {"sampler_name": "euler"}, "12 ManualSigmas": {"sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"}}, "timing": {"factory_trace_seconds": 190.664548, "comfy_server_seconds": 190.117, "stages_seconds": {"node_3_observer_receive_interval": 99.64100000000326, "node_10_observer_receive_interval": 0.01600000000325963, "node_9_observer_receive_interval": 0, "node_6_observer_receive_interval": 61.73399999999674, "node_7_observer_receive_interval": 28.67200000002049, "node_8_observer_receive_interval": 0.046999999962281436}, "limits": "Native graph, trace and observer stage times have separate boundaries. Instrumentation adds overhead."}, "cache": {"cached_nodes": ["1", "11", "12", "2", "4", "5"], "same_runtime_retained": true, "immediate_warm_claim": false, "encoder_cached": false, "context": {"native_inter_run_gap_seconds": 16.31, "only_seed_changed_from_predecessor": false, "text_changed_from_predecessor": true}}, "resources": {"sampled_summary": {"sample_count": 94, "inflight_sample_count": 93, "minimum_ram_available_bytes": 6258405376, "minimum_commit_available_bytes": 13511499776, "minimum_system_drive_free_bytes": 18542092288, "maximum_sampled_device_gpu_used_mib": 4830}, "limits": "Device-wide observations include display/other workloads; exact per-process WDDM observations are separate."}, "residency": {"logical_verified": true, "registered_parameters_and_buffers_checked": true, "strict_placement_snapshots": 11, "step_callback_count": 8, "callback_boundary": "post_denoiser_pre_euler_update", "physical_dedicated_residency_proven": false, "generator_unloaded_by_wrapper": false, "automatic_partial_or_cpu_fallback": false, "minimum_sampled_driver_free_bytes": 0, "maximum_torch_peak_allocated_bytes": 3502995456, "maximum_torch_peak_reserved_bytes": 4244635648, "actual_wddm_evidence_validated": true, "wddm_whole_graph_coverage_verified": true, "wddm_generator_coverage_verified": true, "wddm_whole_graph_window": {"coverage_failures": [], "duration_seconds": 190.11699986457825, "maximum_observed_gap_seconds": 1.0499989986419678, "sample_count": 190, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": true, "median_observed_gap_seconds": 1.0127379894256592, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4331393024, "maximum_dedicated_delta_from_idle_bytes": 4263550976, "coverage_verified": true, "boundary_before_seconds": 0.395313024520874, "boundary_after_seconds": 0.7893590927124023}, "wddm_generator_window": {"coverage_failures": [], "duration_seconds": 61.71869611740112, "maximum_observed_gap_seconds": 1.022763967514038, "sample_count": 63, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": true, "median_observed_gap_seconds": 1.01322603225708, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4331393024, "maximum_dedicated_delta_from_idle_bytes": 4263550976, "coverage_verified": true, "boundary_before_seconds": 0.8914289474487305, "boundary_after_seconds": 0.11466193199157715}, "wddm_query_error_count_total": 3, "wddm_query_errors_in_whole_graph_window": 0, "wddm_query_errors_in_generator_window": 0, "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."}, "encoding": {"encoder_cached": false, "token_truncation_verified": false}, "verification": {"full_decode": true, "checksum": true, "acknowledged": true, "trace_attachment": true, "native_experiment": true, "native_comparable_Q4_Q8_Q2_experiments": true, "independent_public_copy_decode": true, "visual_review": true, "logical_generator_placement": true, "wddm_evidence_validated": true, "wddm_whole_graph_coverage": true, "wddm_generator_window_coverage": true, "wddm_observation_coverage": true, "physical_dedicated_residency_proven": false}, "findings": ["Recognizable snow-covered mountains above a turquoise lake and dark forest.", "Lake, snowy mountains and yellow boat near shore are present.", "Mountains and foreground are grainy; mountain lighting and silhouette differ substantially from Q4/Q8.", "Yellow boat at the lower left is small, soft and hull-like, without a clearly visible canoe interior.", "No text requested or visible.", "Canoe is indistinct and partly near the frame edge; stippled mountains and soft shoreline reduce photographic detail."], "media": [{"path": "media/qwen-turbo-q2-03.png", "mime_type": "image/png", "size_bytes": 500057, "sha256": "744b7233b57986a86a14e51e390b2f340475d6b70076b5a3992fa8f3989633ce", "source_sha256": "1ec6561ac84611b8de11bf56bef85bee0888bb4f1a388056fad4a8715371b2b0", "width": 512, "height": 512, "pixel_sha256": "a14b4a59e809ea19212fab34ad7a8f315a96386fe2f18b7a6f41b2baa533f94c", "metadata_handling": "PNG re-encoded losslessly without ancillary metadata; decoded pixels unchanged.", "public_copy_full_decode_passed": true, "source_content_preserved": "Decoded pixels byte-identical"}], "workflow_path": "workflows/qwen-turbo-q2-03.json", "workflow_sha256": "cde1dc0711197626aeeeb94f2ba4172da71ef7ae0648c20193f824cb66639083", "source_workflow_canonical_sha256": "51259c01e5400f6a4d40602e5903b492eb168850af6be96fdb2479f5d35198e6", "matched_comparison": {"q4_record": "qwen-turbo-03", "q8_record": "qwen-turbo-q8-03", "comparison_path": "qwen-turbo-q4-q8-q2-comparison.json"}}
+{"id": "qwen-turbo-q2-04", "label": "Qwen Image 2.1 Turbo Q2_K · seed 45", "group": "qwen21-turbo-q2-comparison", "kind": "image", "model_id": "qwen-turbo-q2", "model": "unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K", "seed": 45, "status": "succeeded", "accepted_result": true, "prompt": "Product photograph of a matte black ceramic teapot with a warm copper handle, resting on dark slate beside two pale linen napkins. Three-quarter view, softbox lighting, crisp material detail, uncluttered background.", "prompt_details": {"word_count": 31, "complexity": "Product materials", "conditioning_texts": {"3.prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nProduct photograph of a matte black ceramic teapot with a warm copper handle, resting on dark slate beside two pale linen napkins. Three-quarter view, softbox lighting, crisp material detail, uncluttered background."}, "actual_positive_text": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nProduct photograph of a matte black ceramic teapot with a warm copper handle, resting on dark slate beside two pale linen napkins. Three-quarter view, softbox lighting, crisp material detail, uncluttered background."}, "parameters": {"1 UnetLoaderGGUFAdvanced": {"unet_name": "qwen-image-2.1-turbo-Q2_K.gguf", "dequant_dtype": "float32", "patch_dtype": "float32", "patch_on_device": false}, "2 CLIPLoader": {"clip_name": "qwen3vl_8b_int8_convrot.safetensors", "type": "qwen_image", "device": "cpu"}, "3 TextEncodeQwenImage21": {"negative_prompt": "", "resolution": 512}, "4 VAELoader": {"vae_name": "qwen_image_2.1_vae_bf16.safetensors"}, "5 QwenImage21Cache": {"device": "off", "dtype": "default"}, "6 PFQwenQ2WholeGeneratorSampler": {}, "7 VAEDecode": {}, "8 SaveImage": {}, "9 RandomNoise": {"noise_seed": 45}, "10 CFGGuider": {"cfg": 1.0}, "11 KSamplerSelect": {"sampler_name": "euler"}, "12 ManualSigmas": {"sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"}}, "timing": {"factory_trace_seconds": 192.886377, "comfy_server_seconds": 192.086, "stages_seconds": {"node_3_observer_receive_interval": 101.14000000001397, "node_10_observer_receive_interval": 0.01600000000325963, "node_9_observer_receive_interval": 0, "node_6_observer_receive_interval": 62.20299999997951, "node_7_observer_receive_interval": 28.65600000001723, "node_8_observer_receive_interval": 0.06299999996554106}, "limits": "Native graph, trace and observer stage times have separate boundaries. Instrumentation adds overhead."}, "cache": {"cached_nodes": ["1", "11", "12", "2", "4", "5"], "same_runtime_retained": true, "immediate_warm_claim": false, "encoder_cached": false, "context": {"native_inter_run_gap_seconds": 14.407, "only_seed_changed_from_predecessor": false, "text_changed_from_predecessor": true}}, "resources": {"sampled_summary": {"sample_count": 95, "inflight_sample_count": 94, "minimum_ram_available_bytes": 6501715968, "minimum_commit_available_bytes": 13526708224, "minimum_system_drive_free_bytes": 18541101056, "maximum_sampled_device_gpu_used_mib": 4826}, "limits": "Device-wide observations include display/other workloads; exact per-process WDDM observations are separate."}, "residency": {"logical_verified": true, "registered_parameters_and_buffers_checked": true, "strict_placement_snapshots": 11, "step_callback_count": 8, "callback_boundary": "post_denoiser_pre_euler_update", "physical_dedicated_residency_proven": false, "generator_unloaded_by_wrapper": false, "automatic_partial_or_cpu_fallback": false, "minimum_sampled_driver_free_bytes": 0, "maximum_torch_peak_allocated_bytes": 3504226304, "maximum_torch_peak_reserved_bytes": 4240441344, "actual_wddm_evidence_validated": true, "wddm_whole_graph_coverage_verified": true, "wddm_generator_coverage_verified": true, "wddm_whole_graph_window": {"coverage_failures": [], "duration_seconds": 192.08599996566772, "maximum_observed_gap_seconds": 1.0542349815368652, "sample_count": 192, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": true, "median_observed_gap_seconds": 1.01295804977417, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4327198720, "maximum_dedicated_delta_from_idle_bytes": 4259356672, "coverage_verified": true, "boundary_before_seconds": 0.4739398956298828, "boundary_after_seconds": 0.7147979736328125}, "wddm_generator_window": {"coverage_failures": [], "duration_seconds": 62.171566009521484, "maximum_observed_gap_seconds": 1.023535966873169, "sample_count": 63, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": true, "median_observed_gap_seconds": 1.013211965560913, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4327198720, "maximum_dedicated_delta_from_idle_bytes": 4259356672, "coverage_verified": true, "boundary_before_seconds": 0.4823570251464844, "boundary_after_seconds": 0.08394193649291992}, "wddm_query_error_count_total": 3, "wddm_query_errors_in_whole_graph_window": 0, "wddm_query_errors_in_generator_window": 0, "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."}, "encoding": {"encoder_cached": false, "token_truncation_verified": false}, "verification": {"full_decode": true, "checksum": true, "acknowledged": true, "trace_attachment": true, "native_experiment": true, "native_comparable_Q4_Q8_Q2_experiments": true, "independent_public_copy_decode": true, "visual_review": true, "logical_generator_placement": true, "wddm_evidence_validated": true, "wddm_whole_graph_coverage": true, "wddm_generator_window_coverage": true, "wddm_observation_coverage": true, "physical_dedicated_residency_proven": false}, "findings": ["Coherent black teapot product shot with a copper side handle.", "Main requested materials, neutral background and soft lighting are present; two separate linen napkins are not confidently identifiable.", "Matte black body and copper-colored handle are distinct; the dark base looks more like textured fabric/mat than stone.", "Conventional side handle, lid and short spout are coherent; no obvious fusion.", "No text requested or visible.", "Dark slate is not convincing and appears textile-like; two distinct napkins are not clearly countable."], "media": [{"path": "media/qwen-turbo-q2-04.png", "mime_type": "image/png", "size_bytes": 267845, "sha256": "003b572810983e196e3a33dbc0ddeabd3209007ef220735b694772310bc7bcc9", "source_sha256": "9a4c8e00e94434f3aa9bf500f8481643852f31d304f513e7e465dd3e7f64c974", "width": 512, "height": 512, "pixel_sha256": "8e488b67bdecfcb31861b87ea7962bcbbcd3b4f64a7e08e7f741a6220a24bf8a", "metadata_handling": "PNG re-encoded losslessly without ancillary metadata; decoded pixels unchanged.", "public_copy_full_decode_passed": true, "source_content_preserved": "Decoded pixels byte-identical"}], "workflow_path": "workflows/qwen-turbo-q2-04.json", "workflow_sha256": "273ec0c456cddb27c473b87d27daad2f6d260350b6494a4f35949f01ec848f45", "source_workflow_canonical_sha256": "e7bbaa898f384996a343acb01ca04f94a5df59628a2a7729f4d3cbc80cc9bf8d", "matched_comparison": {"q4_record": "qwen-turbo-04", "q8_record": "qwen-turbo-q8-04", "comparison_path": "qwen-turbo-q4-q8-q2-comparison.json"}}
+{"id": "qwen-turbo-q2-05", "label": "Qwen Image 2.1 Turbo Q2_K · seed 46", "group": "qwen21-turbo-q2-comparison", "kind": "image", "model_id": "qwen-turbo-q2", "model": "unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K", "seed": 46, "status": "succeeded", "accepted_result": true, "prompt": "A cozy neighborhood bakery storefront on a rainy evening. The main sign clearly reads \"MORNING BREAD\" in cream block letters. Warm light glows through the windows, a bicycle leans beside the door, wet paving reflects the orange interior, realistic street photograph.", "prompt_details": {"word_count": 41, "complexity": "Readable sign", "conditioning_texts": {"3.prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA cozy neighborhood bakery storefront on a rainy evening. The main sign clearly reads \"MORNING BREAD\" in cream block letters. Warm light glows through the windows, a bicycle leans beside the door, wet paving reflects the orange interior, realistic street photograph."}, "actual_positive_text": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA cozy neighborhood bakery storefront on a rainy evening. The main sign clearly reads \"MORNING BREAD\" in cream block letters. Warm light glows through the windows, a bicycle leans beside the door, wet paving reflects the orange interior, realistic street photograph."}, "parameters": {"1 UnetLoaderGGUFAdvanced": {"unet_name": "qwen-image-2.1-turbo-Q2_K.gguf", "dequant_dtype": "float32", "patch_dtype": "float32", "patch_on_device": false}, "2 CLIPLoader": {"clip_name": "qwen3vl_8b_int8_convrot.safetensors", "type": "qwen_image", "device": "cpu"}, "3 TextEncodeQwenImage21": {"negative_prompt": "", "resolution": 512}, "4 VAELoader": {"vae_name": "qwen_image_2.1_vae_bf16.safetensors"}, "5 QwenImage21Cache": {"device": "off", "dtype": "default"}, "6 PFQwenQ2WholeGeneratorSampler": {}, "7 VAEDecode": {}, "8 SaveImage": {}, "9 RandomNoise": {"noise_seed": 46}, "10 CFGGuider": {"cfg": 1.0}, "11 KSamplerSelect": {"sampler_name": "euler"}, "12 ManualSigmas": {"sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"}}, "timing": {"factory_trace_seconds": 192.930979, "comfy_server_seconds": 192.568, "stages_seconds": {"node_3_observer_receive_interval": 101.5, "node_10_observer_receive_interval": 0.015000000013969839, "node_9_observer_receive_interval": 0.01600000000325963, "node_6_observer_receive_interval": 62.375, "node_7_observer_receive_interval": 28.57799999997951, "node_8_observer_receive_interval": 0.061999999976251274}, "limits": "Native graph, trace and observer stage times have separate boundaries. Instrumentation adds overhead."}, "cache": {"cached_nodes": ["1", "11", "12", "2", "4", "5"], "same_runtime_retained": true, "immediate_warm_claim": false, "encoder_cached": false, "context": {"native_inter_run_gap_seconds": 23.027, "only_seed_changed_from_predecessor": false, "text_changed_from_predecessor": true}}, "resources": {"sampled_summary": {"sample_count": 95, "inflight_sample_count": 94, "minimum_ram_available_bytes": 6338473984, "minimum_commit_available_bytes": 13460717568, "minimum_system_drive_free_bytes": 18527576064, "maximum_sampled_device_gpu_used_mib": 4826}, "limits": "Device-wide observations include display/other workloads; exact per-process WDDM observations are separate."}, "residency": {"logical_verified": true, "registered_parameters_and_buffers_checked": true, "strict_placement_snapshots": 11, "step_callback_count": 8, "callback_boundary": "post_denoiser_pre_euler_update", "physical_dedicated_residency_proven": false, "generator_unloaded_by_wrapper": false, "automatic_partial_or_cpu_fallback": false, "minimum_sampled_driver_free_bytes": 0, "maximum_torch_peak_allocated_bytes": 3505619968, "maximum_torch_peak_reserved_bytes": 4240441344, "actual_wddm_evidence_validated": true, "wddm_whole_graph_coverage_verified": true, "wddm_generator_coverage_verified": true, "wddm_whole_graph_window": {"coverage_failures": [], "duration_seconds": 192.56799983978271, "maximum_observed_gap_seconds": 1.0399060249328613, "sample_count": 192, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": true, "median_observed_gap_seconds": 1.0115599632263184, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4327198720, "maximum_dedicated_delta_from_idle_bytes": 4259356672, "coverage_verified": true, "boundary_before_seconds": 0.07513117790222168, "boundary_after_seconds": 0.6024279594421387}, "wddm_generator_window": {"coverage_failures": [], "duration_seconds": 62.35402488708496, "maximum_observed_gap_seconds": 1.0207829475402832, "sample_count": 64, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": true, "median_observed_gap_seconds": 1.012315034866333, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4327198720, "maximum_dedicated_delta_from_idle_bytes": 4259356672, "coverage_verified": true, "boundary_before_seconds": 0.45925211906433105, "boundary_after_seconds": 0.9056990146636963}, "wddm_query_error_count_total": 3, "wddm_query_errors_in_whole_graph_window": 0, "wddm_query_errors_in_generator_window": 0, "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."}, "encoding": {"encoder_cached": false, "token_truncation_verified": false}, "verification": {"full_decode": true, "checksum": true, "acknowledged": true, "trace_attachment": true, "native_experiment": true, "native_comparable_Q4_Q8_Q2_experiments": true, "independent_public_copy_decode": true, "visual_review": true, "logical_generator_placement": true, "wddm_evidence_validated": true, "wddm_whole_graph_coverage": true, "wddm_generator_window_coverage": true, "wddm_observation_coverage": true, "physical_dedicated_residency_proven": false}, "findings": ["Recognizable warmly lit bakery on a wet evening with a slightly angled view.", "Requested storefront, bicycle, warm reflections and exact sign are present.", "Warm glass and wet paving are visible, with softer low-contrast detail and grain in the facade.", "Door/window geometry is generally coherent; bicycle frame and wheels are hard to separate in the dark right corner.", "MORNING BREAD is clearly readable and correctly spelled.", "Bicycle details merge into dark overlapping curves; facade/door detail is softer than the matched originals."], "media": [{"path": "media/qwen-turbo-q2-05.png", "mime_type": "image/png", "size_bytes": 426742, "sha256": "b4c0eb114173be80b501ebd5f7d952c637a7cea88a2470c2f975e94b774b1038", "source_sha256": "6df09a9db58b9e8f024e1ade12ce471eae0d1532d70cf69a226d7b34598e2480", "width": 512, "height": 512, "pixel_sha256": "3af43f1640e218ec7223d4c46a7557eb91323e97dd81c7c3ca7c9e1acc7565bd", "metadata_handling": "PNG re-encoded losslessly without ancillary metadata; decoded pixels unchanged.", "public_copy_full_decode_passed": true, "source_content_preserved": "Decoded pixels byte-identical"}], "workflow_path": "workflows/qwen-turbo-q2-05.json", "workflow_sha256": "f6ab7dc8be4e477ac43839e5bdde652abf7bced00aa38bfb9c4ce3446a8f67f7", "source_workflow_canonical_sha256": "158fae6208fb36dbb6e1b3997d5a544f43246c3a93716e5c4e06825c880be32f", "matched_comparison": {"q4_record": "qwen-turbo-05", "q8_record": "qwen-turbo-q8-05", "comparison_path": "qwen-turbo-q4-q8-q2-comparison.json"}}
+{"id": "qwen-turbo-q2-06", "label": "Qwen Image 2.1 Turbo Q2_K · seed 47", "group": "qwen21-turbo-q2-comparison", "kind": "image", "model_id": "qwen-turbo-q2", "model": "unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K", "seed": 47, "status": "succeeded", "accepted_result": true, "prompt": "A bright Victorian glass greenhouse filled with lush ferns, hanging orchids and terracotta pots. A narrow brick path curves from the bottom left toward an open green door at the far end. Morning sunlight makes geometric shadows through the iron window frames. Include a single brass watering can beside the path and misty trees beyond the glass. Architectural photograph, balanced natural colors, no people or text.", "prompt_details": {"word_count": 66, "complexity": "Botanical architecture", "conditioning_texts": {"3.prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA bright Victorian glass greenhouse filled with lush ferns, hanging orchids and terracotta pots. A narrow brick path curves from the bottom left toward an open green door at the far end. Morning sunlight makes geometric shadows through the iron window frames. Include a single brass watering can beside the path and misty trees beyond the glass. Architectural photograph, balanced natural colors, no people or text."}, "actual_positive_text": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA bright Victorian glass greenhouse filled with lush ferns, hanging orchids and terracotta pots. A narrow brick path curves from the bottom left toward an open green door at the far end. Morning sunlight makes geometric shadows through the iron window frames. Include a single brass watering can beside the path and misty trees beyond the glass. Architectural photograph, balanced natural colors, no people or text."}, "parameters": {"1 UnetLoaderGGUFAdvanced": {"unet_name": "qwen-image-2.1-turbo-Q2_K.gguf", "dequant_dtype": "float32", "patch_dtype": "float32", "patch_on_device": false}, "2 CLIPLoader": {"clip_name": "qwen3vl_8b_int8_convrot.safetensors", "type": "qwen_image", "device": "cpu"}, "3 TextEncodeQwenImage21": {"negative_prompt": "", "resolution": 512}, "4 VAELoader": {"vae_name": "qwen_image_2.1_vae_bf16.safetensors"}, "5 QwenImage21Cache": {"device": "off", "dtype": "default"}, "6 PFQwenQ2WholeGeneratorSampler": {}, "7 VAEDecode": {}, "8 SaveImage": {}, "9 RandomNoise": {"noise_seed": 47}, "10 CFGGuider": {"cfg": 1.0}, "11 KSamplerSelect": {"sampler_name": "euler"}, "12 ManualSigmas": {"sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"}}, "timing": {"factory_trace_seconds": 198.930336, "comfy_server_seconds": 196.334, "stages_seconds": {"node_3_observer_receive_interval": 104.64100000000326, "node_10_observer_receive_interval": 0.031000000017229468, "node_9_observer_receive_interval": 0.01600000000325963, "node_6_observer_receive_interval": 62.51500000001397, "node_7_observer_receive_interval": 29.04700000002049, "node_8_observer_receive_interval": 0.09399999992456287}, "limits": "Native graph, trace and observer stage times have separate boundaries. Instrumentation adds overhead."}, "cache": {"cached_nodes": ["1", "11", "12", "2", "4", "5"], "same_runtime_retained": true, "immediate_warm_claim": false, "encoder_cached": false, "context": {"native_inter_run_gap_seconds": 14.767, "only_seed_changed_from_predecessor": false, "text_changed_from_predecessor": true}}, "resources": {"sampled_summary": {"sample_count": 98, "inflight_sample_count": 97, "minimum_ram_available_bytes": 6357422080, "minimum_commit_available_bytes": 13414871040, "minimum_system_drive_free_bytes": 18539483136, "maximum_sampled_device_gpu_used_mib": 4826}, "limits": "Device-wide observations include display/other workloads; exact per-process WDDM observations are separate."}, "residency": {"logical_verified": true, "registered_parameters_and_buffers_checked": true, "strict_placement_snapshots": 11, "step_callback_count": 8, "callback_boundary": "post_denoiser_pre_euler_update", "physical_dedicated_residency_proven": false, "generator_unloaded_by_wrapper": false, "automatic_partial_or_cpu_fallback": false, "minimum_sampled_driver_free_bytes": 0, "maximum_torch_peak_allocated_bytes": 3506624512, "maximum_torch_peak_reserved_bytes": 4240441344, "actual_wddm_evidence_validated": true, "wddm_whole_graph_coverage_verified": false, "wddm_generator_coverage_verified": true, "wddm_whole_graph_window": {"coverage_failures": ["Actual successful-sample gap exceeds3s"], "duration_seconds": 196.33400011062622, "maximum_observed_gap_seconds": 6.406083106994629, "sample_count": 192, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": false, "median_observed_gap_seconds": 1.0125939846038818, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4327198720, "maximum_dedicated_delta_from_idle_bytes": 4259356672, "coverage_verified": false, "boundary_before_seconds": 1.0201048851013184, "boundary_after_seconds": 0.8647909164428711}, "wddm_generator_window": {"coverage_failures": [], "duration_seconds": 62.48014998435974, "maximum_observed_gap_seconds": 1.0224559307098389, "sample_count": 64, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": true, "median_observed_gap_seconds": 1.0138788223266602, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4327198720, "maximum_dedicated_delta_from_idle_bytes": 4259356672, "coverage_verified": true, "boundary_before_seconds": 0.47749900817871094, "boundary_after_seconds": 0.7270112037658691}, "wddm_query_error_count_total": 3, "wddm_query_errors_in_whole_graph_window": 1, "wddm_query_errors_in_generator_window": 0, "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."}, "encoding": {"encoder_cached": false, "token_truncation_verified": false}, "verification": {"full_decode": true, "checksum": true, "acknowledged": true, "trace_attachment": true, "native_experiment": true, "native_comparable_Q4_Q8_Q2_experiments": true, "independent_public_copy_decode": true, "visual_review": true, "logical_generator_placement": true, "wddm_evidence_validated": true, "wddm_whole_graph_coverage": false, "wddm_generator_window_coverage": true, "wddm_observation_coverage": false, "physical_dedicated_residency_proven": false}, "findings": ["Coherent sunlit greenhouse with benches, lush ferns, hanging pots and an open door.", "Matches glasshouse, pots, plants and a narrow path; pronounced diagonal shadows are present. Hanging orchids are not clearly identifiable, and the brass object reads more as a bucket than a watering can.", "Glass/iron and terracotta are distinguishable; foliage and window edges have conspicuous fine stippling.", "Door and roof perspective remain recognizable; thin frame lines are sometimes wavy/doubled, path is mostly straight and a watering-can spout is not visible.", "No text requested or visible.", "Brass watering can is bucket-like without a visible spout; orchid blossoms are not resolved; window/plant edges are grainy."], "media": [{"path": "media/qwen-turbo-q2-06.png", "mime_type": "image/png", "size_bytes": 675033, "sha256": "40a896dce00a40bae66e1c0ba0c98acba66813cadb5696b49baf368ee8bae914", "source_sha256": "6579e3174710dc2d8fbc0f67001467f028769066646309ebf538abd9e3d03fdc", "width": 512, "height": 512, "pixel_sha256": "a7a39b3c95e1c6bb6163fa4a92d3ca5b159f5b27e1e1610299187818b38d01d5", "metadata_handling": "PNG re-encoded losslessly without ancillary metadata; decoded pixels unchanged.", "public_copy_full_decode_passed": true, "source_content_preserved": "Decoded pixels byte-identical"}], "workflow_path": "workflows/qwen-turbo-q2-06.json", "workflow_sha256": "2135946441bc0ca1dade80acf42ed8608a5f54ffe4b6084fe0a68b4aa3859449", "source_workflow_canonical_sha256": "fe79dee0b56b629743bcd56c7466dc0ca43301658f3d6b213266706f1fa1b8c8", "matched_comparison": {"q4_record": "qwen-turbo-06", "q8_record": "qwen-turbo-q8-06", "comparison_path": "qwen-turbo-q4-q8-q2-comparison.json"}}
+{"id": "qwen-turbo-q2-07", "label": "Qwen Image 2.1 Turbo Q2_K · seed 48", "group": "qwen21-turbo-q2-comparison", "kind": "image", "model_id": "qwen-turbo-q2", "model": "unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K", "seed": 48, "status": "succeeded", "accepted_result": true, "prompt": "An editorial portrait of an adult female ceramic artist in her forties working in a sunlit pottery studio. She wears a blue linen apron over a cream shirt and calmly holds a small unfinished bowl in both hands, fingers naturally curled around the rim. Her face is clear and expressive, with a few silver strands in dark curly hair. Shelves of glazed pottery remain softly out of focus behind her. Frame from the waist upward, eye-level camera, gentle window light from the left, documentary realism.", "prompt_details": {"word_count": 85, "complexity": "Portrait / hands", "conditioning_texts": {"3.prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nAn editorial portrait of an adult female ceramic artist in her forties working in a sunlit pottery studio. She wears a blue linen apron over a cream shirt and calmly holds a small unfinished bowl in both hands, fingers naturally curled around the rim. Her face is clear and expressive, with a few silver strands in dark curly hair. Shelves of glazed pottery remain softly out of focus behind her. Frame from the waist upward, eye-level camera, gentle window light from the left, documentary realism."}, "actual_positive_text": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nAn editorial portrait of an adult female ceramic artist in her forties working in a sunlit pottery studio. She wears a blue linen apron over a cream shirt and calmly holds a small unfinished bowl in both hands, fingers naturally curled around the rim. Her face is clear and expressive, with a few silver strands in dark curly hair. Shelves of glazed pottery remain softly out of focus behind her. Frame from the waist upward, eye-level camera, gentle window light from the left, documentary realism."}, "parameters": {"1 UnetLoaderGGUFAdvanced": {"unet_name": "qwen-image-2.1-turbo-Q2_K.gguf", "dequant_dtype": "float32", "patch_dtype": "float32", "patch_on_device": false}, "2 CLIPLoader": {"clip_name": "qwen3vl_8b_int8_convrot.safetensors", "type": "qwen_image", "device": "cpu"}, "3 TextEncodeQwenImage21": {"negative_prompt": "", "resolution": 512}, "4 VAELoader": {"vae_name": "qwen_image_2.1_vae_bf16.safetensors"}, "5 QwenImage21Cache": {"device": "off", "dtype": "default"}, "6 PFQwenQ2WholeGeneratorSampler": {}, "7 VAEDecode": {}, "8 SaveImage": {}, "9 RandomNoise": {"noise_seed": 48}, "10 CFGGuider": {"cfg": 1.0}, "11 KSamplerSelect": {"sampler_name": "euler"}, "12 ManualSigmas": {"sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"}}, "timing": {"factory_trace_seconds": 198.942577, "comfy_server_seconds": 196.532, "stages_seconds": {"node_3_observer_receive_interval": 105.09400000004098, "node_10_observer_receive_interval": 0.015000000013969839, "node_9_observer_receive_interval": 0.015999999945051968, "node_6_observer_receive_interval": 62.81200000003446, "node_7_observer_receive_interval": 28.5, "node_8_observer_receive_interval": 0.0779999999795109}, "limits": "Native graph, trace and observer stage times have separate boundaries. Instrumentation adds overhead."}, "cache": {"cached_nodes": ["1", "11", "12", "2", "4", "5"], "same_runtime_retained": true, "immediate_warm_claim": false, "encoder_cached": false, "context": {"native_inter_run_gap_seconds": 23.127, "only_seed_changed_from_predecessor": false, "text_changed_from_predecessor": true}}, "resources": {"sampled_summary": {"sample_count": 98, "inflight_sample_count": 97, "minimum_ram_available_bytes": 6449410048, "minimum_commit_available_bytes": 13428981760, "minimum_system_drive_free_bytes": 18539282432, "maximum_sampled_device_gpu_used_mib": 4826}, "limits": "Device-wide observations include display/other workloads; exact per-process WDDM observations are separate."}, "residency": {"logical_verified": true, "registered_parameters_and_buffers_checked": true, "strict_placement_snapshots": 11, "step_callback_count": 8, "callback_boundary": "post_denoiser_pre_euler_update", "physical_dedicated_residency_proven": false, "generator_unloaded_by_wrapper": false, "automatic_partial_or_cpu_fallback": false, "minimum_sampled_driver_free_bytes": 0, "maximum_torch_peak_allocated_bytes": 3508611072, "maximum_torch_peak_reserved_bytes": 4240441344, "actual_wddm_evidence_validated": true, "wddm_whole_graph_coverage_verified": true, "wddm_generator_coverage_verified": true, "wddm_whole_graph_window": {"coverage_failures": [], "duration_seconds": 196.53199982643127, "maximum_observed_gap_seconds": 1.0469169616699219, "sample_count": 197, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": true, "median_observed_gap_seconds": 1.0124080181121826, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4327198720, "maximum_dedicated_delta_from_idle_bytes": 4259356672, "coverage_verified": true, "boundary_before_seconds": 1.0112590789794922, "boundary_after_seconds": 0.7042651176452637}, "wddm_generator_window": {"coverage_failures": [], "duration_seconds": 62.79995894432068, "maximum_observed_gap_seconds": 1.029505968093872, "sample_count": 64, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": true, "median_observed_gap_seconds": 1.0130598545074463, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4327198720, "maximum_dedicated_delta_from_idle_bytes": 4259356672, "coverage_verified": true, "boundary_before_seconds": 0.010010004043579102, "boundary_after_seconds": 0.9628779888153076}, "wddm_query_error_count_total": 3, "wddm_query_errors_in_whole_graph_window": 0, "wddm_query_errors_in_generator_window": 0, "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."}, "encoding": {"encoder_cached": false, "token_truncation_verified": false}, "verification": {"full_decode": true, "checksum": true, "acknowledged": true, "trace_attachment": true, "native_experiment": true, "native_comparable_Q4_Q8_Q2_experiments": true, "independent_public_copy_decode": true, "visual_review": true, "logical_generator_placement": true, "wddm_evidence_validated": true, "wddm_whole_graph_coverage": true, "wddm_generator_window_coverage": true, "wddm_observation_coverage": true, "physical_dedicated_residency_proven": false}, "findings": ["Recognizable adult artist holding a ceramic bowl in a pottery studio.", "Blue apron, cream shirt, curly dark hair, bowl and softly blurred pottery shelves match; silver strands and precise rim grip are not distinct.", "Face, linen and ceramic remain separable, but skin/hair and hands are softer than the two matched originals.", "The bowl is supported partly underneath; fingers and hand edges blend together, and small facial/eye details are smeared.", "No text requested or visible.", "Finger separation is weak, especially under the bowl; facial/eye detail is soft; the requested silver strands and rim grip are not clearly shown."], "media": [{"path": "media/qwen-turbo-q2-07.png", "mime_type": "image/png", "size_bytes": 419399, "sha256": "bc0c5eecd40aced92a3944789a8a53d98ad99e4b0c8d442bbc74369d244ee92a", "source_sha256": "791d4c49d4da135b6af93c0b8ef255fb6c52f59357da1a5e75b2ebc5bd40e103", "width": 512, "height": 512, "pixel_sha256": "5fd4fd0fe5f6aef34f48f9e650f5d98d1d12ac40a76948d2626780dbbc239190", "metadata_handling": "PNG re-encoded losslessly without ancillary metadata; decoded pixels unchanged.", "public_copy_full_decode_passed": true, "source_content_preserved": "Decoded pixels byte-identical"}], "workflow_path": "workflows/qwen-turbo-q2-07.json", "workflow_sha256": "4182f185c77beecf9f24d5f8a3f5e111a0c2efaa16ea6926410455773859c6eb", "source_workflow_canonical_sha256": "bb2093c212a8aa1c2b9a619dba901657ca66660bd1b5dd8482c06fc545b0e0e1", "matched_comparison": {"q4_record": "qwen-turbo-07", "q8_record": "qwen-turbo-q8-07", "comparison_path": "qwen-turbo-q4-q8-q2-comparison.json"}}
+{"id": "qwen-turbo-q2-08", "label": "Qwen Image 2.1 Turbo Q2_K · seed 49", "group": "qwen21-turbo-q2-comparison", "kind": "image", "model_id": "qwen-turbo-q2", "model": "unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K", "seed": 49, "status": "succeeded", "accepted_result": true, "prompt": "A charming small brass robot with a round glass head stands on a wooden step stool inside an enormous old library, carefully returning a red book to a high shelf. The robot has two articulated arms and three visible fingers on each hand. A tiny blue mechanical bird perches on its shoulder. Bookshelves curve toward a domed ceiling painted with constellations; the far aisle is illuminated by warm amber lamps. Render as a detailed hand-painted storybook illustration with teal shadows, golden highlights and a clear focal point. Keep the robot, stool and book visibly separate, with no extra limbs, no captions and no written lettering.", "prompt_details": {"word_count": 105, "complexity": "Stylized story scene", "conditioning_texts": {"3.prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA charming small brass robot with a round glass head stands on a wooden step stool inside an enormous old library, carefully returning a red book to a high shelf. The robot has two articulated arms and three visible fingers on each hand. A tiny blue mechanical bird perches on its shoulder. Bookshelves curve toward a domed ceiling painted with constellations; the far aisle is illuminated by warm amber lamps. Render as a detailed hand-painted storybook illustration with teal shadows, golden highlights and a clear focal point. Keep the robot, stool and book visibly separate, with no extra limbs, no captions and no written lettering."}, "actual_positive_text": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA charming small brass robot with a round glass head stands on a wooden step stool inside an enormous old library, carefully returning a red book to a high shelf. The robot has two articulated arms and three visible fingers on each hand. A tiny blue mechanical bird perches on its shoulder. Bookshelves curve toward a domed ceiling painted with constellations; the far aisle is illuminated by warm amber lamps. Render as a detailed hand-painted storybook illustration with teal shadows, golden highlights and a clear focal point. Keep the robot, stool and book visibly separate, with no extra limbs, no captions and no written lettering."}, "parameters": {"1 UnetLoaderGGUFAdvanced": {"unet_name": "qwen-image-2.1-turbo-Q2_K.gguf", "dequant_dtype": "float32", "patch_dtype": "float32", "patch_on_device": false}, "2 CLIPLoader": {"clip_name": "qwen3vl_8b_int8_convrot.safetensors", "type": "qwen_image", "device": "cpu"}, "3 TextEncodeQwenImage21": {"negative_prompt": "", "resolution": 512}, "4 VAELoader": {"vae_name": "qwen_image_2.1_vae_bf16.safetensors"}, "5 QwenImage21Cache": {"device": "off", "dtype": "default"}, "6 PFQwenQ2WholeGeneratorSampler": {}, "7 VAEDecode": {}, "8 SaveImage": {}, "9 RandomNoise": {"noise_seed": 49}, "10 CFGGuider": {"cfg": 1.0}, "11 KSamplerSelect": {"sampler_name": "euler"}, "12 ManualSigmas": {"sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"}}, "timing": {"factory_trace_seconds": 201.828697, "comfy_server_seconds": 200.972, "stages_seconds": {"node_3_observer_receive_interval": 105.82799999997951, "node_10_observer_receive_interval": 0, "node_9_observer_receive_interval": 0.015000000013969839, "node_6_observer_receive_interval": 66.25, "node_7_observer_receive_interval": 28.78200000000652, "node_8_observer_receive_interval": 0.0779999999795109}, "limits": "Native graph, trace and observer stage times have separate boundaries. Instrumentation adds overhead."}, "cache": {"cached_nodes": ["1", "11", "12", "2", "4", "5"], "same_runtime_retained": true, "immediate_warm_claim": false, "encoder_cached": false, "context": {"native_inter_run_gap_seconds": 27.689, "only_seed_changed_from_predecessor": false, "text_changed_from_predecessor": true}}, "resources": {"sampled_summary": {"sample_count": 99, "inflight_sample_count": 98, "minimum_ram_available_bytes": 6506614784, "minimum_commit_available_bytes": 13419515904, "minimum_system_drive_free_bytes": 18554941440, "maximum_sampled_device_gpu_used_mib": 4824}, "limits": "Device-wide observations include display/other workloads; exact per-process WDDM observations are separate."}, "residency": {"logical_verified": true, "registered_parameters_and_buffers_checked": true, "strict_placement_snapshots": 11, "step_callback_count": 8, "callback_boundary": "post_denoiser_pre_euler_update", "physical_dedicated_residency_proven": false, "generator_unloaded_by_wrapper": false, "automatic_partial_or_cpu_fallback": false, "minimum_sampled_driver_free_bytes": 0, "maximum_torch_peak_allocated_bytes": 3510944768, "maximum_torch_peak_reserved_bytes": 4238344192, "actual_wddm_evidence_validated": true, "wddm_whole_graph_coverage_verified": true, "wddm_generator_coverage_verified": true, "wddm_whole_graph_window": {"coverage_failures": [], "duration_seconds": 200.97199988365173, "maximum_observed_gap_seconds": 1.0361950397491455, "sample_count": 201, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": true, "median_observed_gap_seconds": 1.0128964185714722, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4325101568, "maximum_dedicated_delta_from_idle_bytes": 4257259520, "coverage_verified": true, "boundary_before_seconds": 0.6795389652252197, "boundary_after_seconds": 0.8231890201568604}, "wddm_generator_window": {"coverage_failures": [], "duration_seconds": 66.23333787918091, "maximum_observed_gap_seconds": 1.0228350162506104, "sample_count": 67, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": true, "median_observed_gap_seconds": 1.0129034519195557, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4325101568, "maximum_dedicated_delta_from_idle_bytes": 4257259520, "coverage_verified": true, "boundary_before_seconds": 0.1861891746520996, "boundary_after_seconds": 0.3822910785675049}, "wddm_query_error_count_total": 3, "wddm_query_errors_in_whole_graph_window": 0, "wddm_query_errors_in_generator_window": 0, "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."}, "encoding": {"encoder_cached": false, "token_truncation_verified": false}, "verification": {"full_decode": true, "checksum": true, "acknowledged": true, "trace_attachment": true, "native_experiment": true, "native_comparable_Q4_Q8_Q2_experiments": true, "independent_public_copy_decode": true, "visual_review": true, "logical_generator_placement": true, "wddm_evidence_validated": true, "wddm_whole_graph_coverage": true, "wddm_generator_window_coverage": true, "wddm_observation_coverage": true, "physical_dedicated_residency_proven": false}, "findings": ["Readable brass robot in a tall old illustrated library, reaching toward a red book above a wooden stool.", "Brass body, round glass-fronted head, red book, blue shoulder detail, stool and warm lamps are present. A distinct blue bird and ceiling constellations are not confidently resolved.", "Brass, glass and wood are visually distinct in an etched/painterly style with strong line texture.", "Arms are recognizable, but exact three-finger counts are unclear. Feet are not clearly visible on the stool; the lower legs merge into the region behind the seat.", "No captions or readable lettering are visible.", "Feet/standing support on the stool are ambiguous; exact three fingers per hand are not clearly shown.", "Blue shoulder form is less clearly bird-like than the matched originals; constellations are not distinct."], "media": [{"path": "media/qwen-turbo-q2-08.png", "mime_type": "image/png", "size_bytes": 547451, "sha256": "45db3003f22fa429feff2b83ceee33b6d498d13add838a2233921922f9694616", "source_sha256": "e3065dea5f94eae6dc8cd9edbf08594f2595851b89489070a9ac0304d55d7edf", "width": 512, "height": 512, "pixel_sha256": "745fa8edc5e03c1920431a1a120e9607889e6f61d44ed8eaa42255590003ba1e", "metadata_handling": "PNG re-encoded losslessly without ancillary metadata; decoded pixels unchanged.", "public_copy_full_decode_passed": true, "source_content_preserved": "Decoded pixels byte-identical"}], "workflow_path": "workflows/qwen-turbo-q2-08.json", "workflow_sha256": "a77f6efd575ea0a5fc00e38e315947c56a15207cb33d968285c5c3b9d8dcb771", "source_workflow_canonical_sha256": "0e4f3a5186944c12d11ffdf5bc72c29dbfd8997776423f3990dd0e1666937784", "matched_comparison": {"q4_record": "qwen-turbo-08", "q8_record": "qwen-turbo-q8-08", "comparison_path": "qwen-turbo-q4-q8-q2-comparison.json"}}
+{"id": "qwen-turbo-q2-09", "label": "Qwen Image 2.1 Turbo Q2_K · seed 50", "group": "qwen21-turbo-q2-comparison", "kind": "image", "model_id": "qwen-turbo-q2", "model": "unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K", "seed": 50, "status": "succeeded", "accepted_result": true, "prompt": "A detailed travel photograph of a lively Mediterranean open-air produce market in early morning. In the foreground, three wooden crates hold red tomatoes, striped eggplants and yellow lemons, each type kept in its own crate. An adult vendor wearing a plain white shirt stands behind the stall, handing a small paper bag to an adult customer in a green jacket. A striped blue-and-white canopy casts cool shade over the stall. Beyond them, a narrow pedestrian street slopes toward a distant harbor with two white sailboats. Warm sunlight touches the upper walls but the foreground remains softly shaded. Compose the scene in layers with natural human proportions, believable hands, clear separation between people, baskets and produce, and rich but realistic color. Avoid artificial lens flares, watermarks and unreadable signs.", "prompt_details": {"word_count": 128, "complexity": "Crowded composition", "conditioning_texts": {"3.prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA detailed travel photograph of a lively Mediterranean open-air produce market in early morning. In the foreground, three wooden crates hold red tomatoes, striped eggplants and yellow lemons, each type kept in its own crate. An adult vendor wearing a plain white shirt stands behind the stall, handing a small paper bag to an adult customer in a green jacket. A striped blue-and-white canopy casts cool shade over the stall. Beyond them, a narrow pedestrian street slopes toward a distant harbor with two white sailboats. Warm sunlight touches the upper walls but the foreground remains softly shaded. Compose the scene in layers with natural human proportions, believable hands, clear separation between people, baskets and produce, and rich but realistic color. Avoid artificial lens flares, watermarks and unreadable signs."}, "actual_positive_text": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nA detailed travel photograph of a lively Mediterranean open-air produce market in early morning. In the foreground, three wooden crates hold red tomatoes, striped eggplants and yellow lemons, each type kept in its own crate. An adult vendor wearing a plain white shirt stands behind the stall, handing a small paper bag to an adult customer in a green jacket. A striped blue-and-white canopy casts cool shade over the stall. Beyond them, a narrow pedestrian street slopes toward a distant harbor with two white sailboats. Warm sunlight touches the upper walls but the foreground remains softly shaded. Compose the scene in layers with natural human proportions, believable hands, clear separation between people, baskets and produce, and rich but realistic color. Avoid artificial lens flares, watermarks and unreadable signs."}, "parameters": {"1 UnetLoaderGGUFAdvanced": {"unet_name": "qwen-image-2.1-turbo-Q2_K.gguf", "dequant_dtype": "float32", "patch_dtype": "float32", "patch_on_device": false}, "2 CLIPLoader": {"clip_name": "qwen3vl_8b_int8_convrot.safetensors", "type": "qwen_image", "device": "cpu"}, "3 TextEncodeQwenImage21": {"negative_prompt": "", "resolution": 512}, "4 VAELoader": {"vae_name": "qwen_image_2.1_vae_bf16.safetensors"}, "5 QwenImage21Cache": {"device": "off", "dtype": "default"}, "6 PFQwenQ2WholeGeneratorSampler": {}, "7 VAEDecode": {}, "8 SaveImage": {}, "9 RandomNoise": {"noise_seed": 50}, "10 CFGGuider": {"cfg": 1.0}, "11 KSamplerSelect": {"sampler_name": "euler"}, "12 ManualSigmas": {"sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"}}, "timing": {"factory_trace_seconds": 204.987736, "comfy_server_seconds": 204.134, "stages_seconds": {"node_3_observer_receive_interval": 108.5, "node_10_observer_receive_interval": 0, "node_9_observer_receive_interval": 0.01600000006146729, "node_6_observer_receive_interval": 66.35899999993853, "node_7_observer_receive_interval": 29.125, "node_8_observer_receive_interval": 0.06299999996554106}, "limits": "Native graph, trace and observer stage times have separate boundaries. Instrumentation adds overhead."}, "cache": {"cached_nodes": ["1", "11", "12", "2", "4", "5"], "same_runtime_retained": true, "immediate_warm_claim": false, "encoder_cached": false, "context": {"native_inter_run_gap_seconds": 29.696, "only_seed_changed_from_predecessor": false, "text_changed_from_predecessor": true}}, "resources": {"sampled_summary": {"sample_count": 101, "inflight_sample_count": 100, "minimum_ram_available_bytes": 6564458496, "minimum_commit_available_bytes": 13469601792, "minimum_system_drive_free_bytes": 18553696256, "maximum_sampled_device_gpu_used_mib": 4824}, "limits": "Device-wide observations include display/other workloads; exact per-process WDDM observations are separate."}, "residency": {"logical_verified": true, "registered_parameters_and_buffers_checked": true, "strict_placement_snapshots": 11, "step_callback_count": 8, "callback_boundary": "post_denoiser_pre_euler_update", "physical_dedicated_residency_proven": false, "generator_unloaded_by_wrapper": false, "automatic_partial_or_cpu_fallback": false, "minimum_sampled_driver_free_bytes": 0, "maximum_torch_peak_allocated_bytes": 3511954432, "maximum_torch_peak_reserved_bytes": 4238344192, "actual_wddm_evidence_validated": true, "wddm_whole_graph_coverage_verified": true, "wddm_generator_coverage_verified": true, "wddm_whole_graph_window": {"coverage_failures": [], "duration_seconds": 204.1340000629425, "maximum_observed_gap_seconds": 1.0472609996795654, "sample_count": 204, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": true, "median_observed_gap_seconds": 1.0125501155853271, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4325101568, "maximum_dedicated_delta_from_idle_bytes": 4257259520, "coverage_verified": true, "boundary_before_seconds": 0.5481951236724854, "boundary_after_seconds": 0.6634769439697266}, "wddm_generator_window": {"coverage_failures": [], "duration_seconds": 66.34918999671936, "maximum_observed_gap_seconds": 1.0276000499725342, "sample_count": 68, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": true, "median_observed_gap_seconds": 1.0128090381622314, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4325101568, "maximum_dedicated_delta_from_idle_bytes": 4257259520, "coverage_verified": true, "boundary_before_seconds": 0.9175951480865479, "boundary_after_seconds": 0.5098450183868408}, "wddm_query_error_count_total": 3, "wddm_query_errors_in_whole_graph_window": 0, "wddm_query_errors_in_generator_window": 0, "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."}, "encoding": {"encoder_cached": false, "token_truncation_verified": false}, "verification": {"full_decode": true, "checksum": true, "acknowledged": true, "trace_attachment": true, "native_experiment": true, "native_comparable_Q4_Q8_Q2_experiments": true, "independent_public_copy_decode": true, "visual_review": true, "logical_generator_placement": true, "wddm_evidence_validated": true, "wddm_whole_graph_coverage": true, "wddm_generator_window_coverage": true, "wddm_observation_coverage": true, "physical_dedicated_residency_proven": false}, "findings": ["Recognizable outdoor produce stall with three crates and several adults under a blue-and-white canopy.", "Tomatoes, eggplants and lemons are separated into crates; vendor wears white and green outerwear is present. A large extra foreground figure obscures much of the right side and harbor; the requested paper-bag transfer is not distinct.", "Produce and wood are recognizable, but canopy, faces and clothing have soft painterly/stippled detail rather than crisp photographic texture.", "The exchanging hands merge into an indistinct cluster, with no cleanly separated bag. Three people appear, including an additional large green-jacketed back-facing figure.", "No clearly readable signs or labels are visible.", "Paper bag and hands are not cleanly separated.", "Additional foreground person crowds the scene and obscures the harbor; exact two sailboats cannot be verified.", "Fine face/canopy detail is soft and painterly."], "media": [{"path": "media/qwen-turbo-q2-09.png", "mime_type": "image/png", "size_bytes": 471548, "sha256": "39c07e9e480d635b9e5a0023f87be29816db039fcce5ceda4299d8759bbdd500", "source_sha256": "28aee55010f8ea95464c8b2a262a0aa8f87523ee94ce2d5c32a8408f1f73694d", "width": 512, "height": 512, "pixel_sha256": "5d5f20c994fde16ebf5178872ed468f5c560150544c8a97aa6c24af220e6125d", "metadata_handling": "PNG re-encoded losslessly without ancillary metadata; decoded pixels unchanged.", "public_copy_full_decode_passed": true, "source_content_preserved": "Decoded pixels byte-identical"}], "workflow_path": "workflows/qwen-turbo-q2-09.json", "workflow_sha256": "7535b3bb456848968bfec93102baa5dbb332b2e6e39de21f2b15aff678bcf0a9", "source_workflow_canonical_sha256": "cff6715c70c1e5a473e52223bfdbcf3a3aad457bc98344051fd99f956947b7df", "matched_comparison": {"q4_record": "qwen-turbo-09", "q8_record": "qwen-turbo-q8-09", "comparison_path": "qwen-turbo-q4-q8-q2-comparison.json"}}
+{"id": "qwen-turbo-q2-10", "label": "Qwen Image 2.1 Turbo Q2_K · seed 51", "group": "qwen21-turbo-q2-comparison", "kind": "image", "model_id": "qwen-turbo-q2", "model": "unsloth/Qwen-Image-2.1-Turbo-GGUF:Q2_K", "seed": 51, "status": "succeeded", "accepted_result": true, "prompt": "Create a highly detailed cinematic architectural illustration of a remote mountain observatory at blue hour after a light snowfall. The building occupies the right two-thirds of the square image: a circular pale-stone base supports one weathered copper dome, whose open viewing slit points toward the upper left. A narrow exterior staircase with dark iron handrails climbs from a small lower entrance to a balcony; every step has a thin undisturbed layer of snow. One adult astronomer in a dark red winter coat stands on the balcony with a small white notebook held closed in one gloved hand, looking toward the sky. Place a warm amber lamp immediately above the entrance, creating a pool of light on the stone without illuminating the whole landscape. In the lower left foreground, a crooked pine tree and two exposed granite rocks frame a winding path that leads toward the building. Behind the observatory, show distant mountain ridges fading from slate blue into violet mist. The sky contains scattered sharp stars and a faint natural Milky Way band, with no oversized planets or fantasy moons. Balance warm interior light against cold ambient snow light, use physically plausible perspective, careful separation of the staircase rails and the figure, and visible differences between copper, stone, glass, fabric and snow. The final scene should feel quiet, inhabited and believable. Do not add titles, labels, logos, watermarks, extra people, extra domes or duplicate staircases.", "prompt_details": {"word_count": 235, "complexity": "Elaborate constraints", "conditioning_texts": {"3.prompt": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nCreate a highly detailed cinematic architectural illustration of a remote mountain observatory at blue hour after a light snowfall. The building occupies the right two-thirds of the square image: a circular pale-stone base supports one weathered copper dome, whose open viewing slit points toward the upper left. A narrow exterior staircase with dark iron handrails climbs from a small lower entrance to a balcony; every step has a thin undisturbed layer of snow. One adult astronomer in a dark red winter coat stands on the balcony with a small white notebook held closed in one gloved hand, looking toward the sky. Place a warm amber lamp immediately above the entrance, creating a pool of light on the stone without illuminating the whole landscape. In the lower left foreground, a crooked pine tree and two exposed granite rocks frame a winding path that leads toward the building. Behind the observatory, show distant mountain ridges fading from slate blue into violet mist. The sky contains scattered sharp stars and a faint natural Milky Way band, with no oversized planets or fantasy moons. Balance warm interior light against cold ambient snow light, use physically plausible perspective, careful separation of the staircase rails and the figure, and visible differences between copper, stone, glass, fabric and snow. The final scene should feel quiet, inhabited and believable. Do not add titles, labels, logos, watermarks, extra people, extra domes or duplicate staircases."}, "actual_positive_text": "Create a single image from the supplied scene description.\n\nSource generation_brief:\nCreate a highly detailed cinematic architectural illustration of a remote mountain observatory at blue hour after a light snowfall. The building occupies the right two-thirds of the square image: a circular pale-stone base supports one weathered copper dome, whose open viewing slit points toward the upper left. A narrow exterior staircase with dark iron handrails climbs from a small lower entrance to a balcony; every step has a thin undisturbed layer of snow. One adult astronomer in a dark red winter coat stands on the balcony with a small white notebook held closed in one gloved hand, looking toward the sky. Place a warm amber lamp immediately above the entrance, creating a pool of light on the stone without illuminating the whole landscape. In the lower left foreground, a crooked pine tree and two exposed granite rocks frame a winding path that leads toward the building. Behind the observatory, show distant mountain ridges fading from slate blue into violet mist. The sky contains scattered sharp stars and a faint natural Milky Way band, with no oversized planets or fantasy moons. Balance warm interior light against cold ambient snow light, use physically plausible perspective, careful separation of the staircase rails and the figure, and visible differences between copper, stone, glass, fabric and snow. The final scene should feel quiet, inhabited and believable. Do not add titles, labels, logos, watermarks, extra people, extra domes or duplicate staircases."}, "parameters": {"1 UnetLoaderGGUFAdvanced": {"unet_name": "qwen-image-2.1-turbo-Q2_K.gguf", "dequant_dtype": "float32", "patch_dtype": "float32", "patch_on_device": false}, "2 CLIPLoader": {"clip_name": "qwen3vl_8b_int8_convrot.safetensors", "type": "qwen_image", "device": "cpu"}, "3 TextEncodeQwenImage21": {"negative_prompt": "", "resolution": 512}, "4 VAELoader": {"vae_name": "qwen_image_2.1_vae_bf16.safetensors"}, "5 QwenImage21Cache": {"device": "off", "dtype": "default"}, "6 PFQwenQ2WholeGeneratorSampler": {}, "7 VAEDecode": {}, "8 SaveImage": {}, "9 RandomNoise": {"noise_seed": 51}, "10 CFGGuider": {"cfg": 1.0}, "11 KSamplerSelect": {"sampler_name": "euler"}, "12 ManualSigmas": {"sigmas": "1.0, 0.978453, 0.95418, 0.926626, 0.89508, 0.845148, 0.704534, 0.414568, 0"}}, "timing": {"factory_trace_seconds": 219.910558, "comfy_server_seconds": 217.85, "stages_seconds": {"node_3_observer_receive_interval": 116.32800000009593, "node_10_observer_receive_interval": 0, "node_9_observer_receive_interval": 0, "node_6_observer_receive_interval": 72.60899999993853, "node_7_observer_receive_interval": 28.82799999997951, "node_8_observer_receive_interval": 0.07900000002700835}, "limits": "Native graph, trace and observer stage times have separate boundaries. Instrumentation adds overhead."}, "cache": {"cached_nodes": ["1", "11", "12", "2", "4", "5"], "same_runtime_retained": true, "immediate_warm_claim": false, "encoder_cached": false, "context": {"native_inter_run_gap_seconds": 22.358, "only_seed_changed_from_predecessor": false, "text_changed_from_predecessor": true}}, "resources": {"sampled_summary": {"sample_count": 108, "inflight_sample_count": 107, "minimum_ram_available_bytes": 6545543168, "minimum_commit_available_bytes": 13439905792, "minimum_system_drive_free_bytes": 18553393152, "maximum_sampled_device_gpu_used_mib": 4846}, "limits": "Device-wide observations include display/other workloads; exact per-process WDDM observations are separate."}, "residency": {"logical_verified": true, "registered_parameters_and_buffers_checked": true, "strict_placement_snapshots": 11, "step_callback_count": 8, "callback_boundary": "post_denoiser_pre_euler_update", "physical_dedicated_residency_proven": false, "generator_unloaded_by_wrapper": false, "automatic_partial_or_cpu_fallback": false, "minimum_sampled_driver_free_bytes": 0, "maximum_torch_peak_allocated_bytes": 3520192512, "maximum_torch_peak_reserved_bytes": 4261412864, "actual_wddm_evidence_validated": true, "wddm_whole_graph_coverage_verified": false, "wddm_generator_coverage_verified": false, "wddm_whole_graph_window": {"coverage_failures": ["Actual successful-sample gap exceeds3s"], "duration_seconds": 217.85000014305115, "maximum_observed_gap_seconds": 6.074722051620483, "sample_count": 212, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": false, "median_observed_gap_seconds": 1.0130879878997803, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4348170240, "maximum_dedicated_delta_from_idle_bytes": 4280328192, "coverage_verified": false, "boundary_before_seconds": 0.48005199432373047, "boundary_after_seconds": 0.1690659523010254}, "wddm_generator_window": {"coverage_failures": ["Actual successful-sample gap exceeds3s"], "duration_seconds": 72.58504915237427, "maximum_observed_gap_seconds": 6.074722051620483, "sample_count": 69, "maximum_shared_delta_from_idle_bytes": 4194304, "boundary_bracket_coverage_verified": true, "sampling_gap_coverage_verified": false, "median_observed_gap_seconds": 1.0129915475845337, "maximum_shared_bytes": 69206016, "maximum_dedicated_bytes": 4348170240, "maximum_dedicated_delta_from_idle_bytes": 4280328192, "coverage_verified": false, "boundary_before_seconds": 0.4016430377960205, "boundary_after_seconds": 0.7757158279418945}, "wddm_query_error_count_total": 3, "wddm_query_errors_in_whole_graph_window": 1, "wddm_query_errors_in_generator_window": 1, "scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."}, "encoding": {"encoder_cached": false, "token_truncation_verified": false}, "verification": {"full_decode": true, "checksum": true, "acknowledged": true, "trace_attachment": true, "native_experiment": true, "native_comparable_Q4_Q8_Q2_experiments": true, "independent_public_copy_decode": true, "visual_review": true, "logical_generator_placement": true, "wddm_evidence_validated": true, "wddm_whole_graph_coverage": false, "wddm_generator_window_coverage": false, "wddm_observation_coverage": false, "physical_dedicated_residency_proven": false}, "findings": ["Recognizable quiet observatory at blue hour with one dome, red-coated figure, stairs and foreground pine/rocks.", "Most major architectural and lighting elements are present, including the warm lamp and snow-covered steps. Sharp stars and a Milky Way band are not clearly visible; the small notebook-like object is not clearly closed.", "Copper-colored dome, stone, snow and fabric remain distinguishable; thin edges and dark surfaces are strongly stippled.", "One staircase and balcony are readable, but railings have wavy/overlapping fine lines and the figure/hand/notebook details are compressed.", "No titles, labels or readable lettering are visible.", "Requested stars and Milky Way are not resolved.", "Balcony/stair railing detail is wavy and tangled; exact notebook state is unclear."], "media": [{"path": "media/qwen-turbo-q2-10.png", "mime_type": "image/png", "size_bytes": 414231, "sha256": "c8e09799d7d8e756e3221a2f7754525d504e0e0c355763120571b5e52d092a37", "source_sha256": "65c2fea2707a6ebc008ab1c6956867214f2f0a925fb51fe349e14a75738ae09c", "width": 512, "height": 512, "pixel_sha256": "1b62142ca270b4cad3505ea0f9692088965e9fd6eb75375625699ed2a9ca39cd", "metadata_handling": "PNG re-encoded losslessly without ancillary metadata; decoded pixels unchanged.", "public_copy_full_decode_passed": true, "source_content_preserved": "Decoded pixels byte-identical"}], "workflow_path": "workflows/qwen-turbo-q2-10.json", "workflow_sha256": "f744448a017d44de87de6093b0fd7df320cf2d97e67cf1c76d6f3e7a38ba9a64", "source_workflow_canonical_sha256": "d5a5fd5c4b3ec35a6b95aa853d2344d37f01dd428f9faccc2b077e9f6426040e", "matched_comparison": {"q4_record": "qwen-turbo-10", "q8_record": "qwen-turbo-q8-10", "comparison_path": "qwen-turbo-q4-q8-q2-comparison.json"}}
diff --git a/runs/af3885e2-a493-538c-96f1-efa97569b3f6/run.md b/runs/af3885e2-a493-538c-96f1-efa97569b3f6/run.md
new file mode 100644
index 0000000..c365ae8
--- /dev/null
+++ b/runs/af3885e2-a493-538c-96f1-efa97569b3f6/run.md
@@ -0,0 +1,9 @@
+# Predator media: Qwen Image 2.1 Turbo Q2 · matched Q4/Q8/Q2 comparison
+
+10 retained outputs · 10 accepted results · 10 recorded attempts · median Factory trace 198.9s
+
+Technical delivery and media decoding do not establish visual or musical quality. Timings include adapter overhead; cache behavior differs between runs. Failed and cancelled attempts remain in the evidence.
+
+ComfyUI source: `63be2f9b82ad0dac88a7ceaa28a9cf3154125a18`. Per-run prompts, workflow hashes, model versions, timing boundaries, cache evidence, resource observations and verification are in this group’s run.jsonl. Media-generation records use the campaign schema, not the LLM token-throughput schema. Private raw operator logs are excluded; sanitized failed attempts remain.
+
+[Methodology](https://benchmarks.weeyuga.com/methodology.html#packet-foundry-media-v1) · [All media](https://benchmarks.weeyuga.com/benchmarks/predator-media-20261021.html) · [Findings](https://benchmarks.weeyuga.com/findings/images-video-music-on-6gb.html)