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Document quick 8-window KLD gate

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  1. README.md +2 -2
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@@ -126,7 +126,8 @@ agreement, per-domain means, and a 10,000-sample 95% bootstrap confidence
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  interval clustered by window. The window is the sampling unit; individual
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  tokens must not be treated as independent observations.
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- For quick iteration use windows 0-7. Run all 32 windows for candidate selection.
 
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  Capture the winner a second time if candidates differ by only a few thousandths.
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  ## Repeat noise and validation
@@ -144,4 +145,3 @@ This is within the observed runtime/kernel nondeterminism. Differences around
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  All 32 files were read back with safetensors, their key/dtype/shape checked,
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  and their complete contents hashed. The hashes are in `ref/manifest.json`.
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-
 
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  interval clustered by window. The window is the sampling unit; individual
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  tokens must not be treated as independent observations.
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+ For quick iteration add `--stop-window 8` to capture, finalize, and compare so
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+ only windows 0-7 are required. Run all 32 windows for candidate selection.
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  Capture the winner a second time if candidates differ by only a few thousandths.
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  ## Repeat noise and validation
 
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  All 32 files were read back with safetensors, their key/dtype/shape checked,
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  and their complete contents hashed. The hashes are in `ref/manifest.json`.