Archive Qwen Turbo ten-image trial and measured seed-cache evidence

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 **123 output files**: **110 images, 11 videos and two music samples**. Of those, 122 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 and ten earlier image outputs. Two pairs of early accepted images have identical original file hashes, so the archive contains **121 unique original media byte sequences**, while preserving every delivery individually.
+The archive retains **133 output files**: **120 images, 11 videos and two music samples**. Of those, 132 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 and a ten-image Qwen Image 2.1 Turbo follow-up. Two pairs of early accepted images have identical original file hashes, so the archive contains **131 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.
 
@@ -36,6 +36,15 @@ Delivery, checksums, full decoding and actual LangSmith media attachment retriev
 
 ## Public-copy verification and attribution
 
-Original media remain retained privately. PNG copies were losslessly re-encoded with ancillary metadata removed, with decoded pixel bytes compared against each source. Video and FLAC containers were remuxed without metadata and without re-encoding; encoded stream hashes were compared against each original. Source and public-copy SHA-256 hashes are both recorded. Every public output was fully decoded; `publication-audit.json` records the 123-file checks. Video contact sheets are derived JPEGs, not replacement original clips.
+Original media remain retained privately. PNG copies were losslessly re-encoded with ancillary metadata removed, with decoded pixel bytes compared against each source. Video and FLAC containers were remuxed without metadata and without re-encoding; encoded stream hashes were compared against each original. Source and public-copy SHA-256 hashes are both recorded. Every public output was fully decoded; `publication-audit.json` retains the original 123-file checks. `append-audit-qwen-turbo-ten.json` records the ten additional PNG checks and proves original media/records were preserved. Video contact sheets are derived JPEGs, not replacement original clips.
 
 Prompts, measurements and observations are supplied as benchmark evidence. Model and companion terms remain separate from Packet Foundry's Apache-2.0 code license. In particular, FLUX.1 dev uses its non-commercial model license; YuE2 has CC-BY-NC-4.0 model terms; Qwen Image 2.1 uses its research terms; FLUX.3 components link their upstream FLUX Kommunity and companion terms. The model-source and license links in the dataset identify the relevant upstream material. This archive does not grant a new blanket license to model weights or override upstream conditions on their outputs.
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+## Qwen Turbo follow-up and choosing seed variants
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+Ten further local images use the distinct Unsloth Qwen Image 2.1 Turbo Q4_K_M checkpoint, the official eight-step ManualSigmas schedule, CFG1 and Euler. The first two share a brief with seeds 42/43; eight subsequent requests use new briefs. All ten outputs are retained, including visible material, geometry or constraint errors. Independent original-image visual review is separate from successful relay, decoding and actual LangSmith attachment/experiment checks.
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+The production cache finding is supported by all 50 prior FLUX pairs: every second request reused both conditioning outputs while sampling again. Excluding initial loading, native medians were 70.05 s for the new brief and 38.49 s for its next seed. The Qwen Turbo pair took 320.246 s then 95.234 s; its first included model loading, so that delta combines startup/model and encoding reuse. `seed-variant-cache-findings.json` separates these scopes, includes the actual measured gaps and maps all 50 FLUX pairs to unchanged public records. No five-variant batch was tested or extrapolated as measured.
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+Turbo model terms: Qwen research license; not Apache-2.0. https://huggingface.co/Qwen/Qwen-Image-2.1-Turbo/blob/fc13ba1986fcb905854dc8de2f52eee395f49b5b/LICENSE Workflow attribution and MIT notice: `qwen-turbo-workflow-NOTICE.md`. Existing model/media license limitations remain in force; no weights are redistributed.