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Document lens fidelity limits

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  1. README.md +2 -1
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@@ -41,5 +41,6 @@ Each artifact directory contains:
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  The first artifact is fitted on 25 documents from `NeelNanda/pile-10k` for
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  `Qwen/Qwen3.5-0.8B-Base`. Its manifest explicitly allows compatible use with
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- `Qwen/Qwen3.5-0.8B`.
 
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  The first artifact is fitted on 25 documents from `NeelNanda/pile-10k` for
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  `Qwen/Qwen3.5-0.8B-Base`. Its manifest explicitly allows compatible use with
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+ `Qwen/Qwen3.5-0.8B`. That Base-to-Instruct reuse is a convenience approximation;
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+ an artifact fitted on the exact checkpoint is preferred for rigorous analysis.
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