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@@ -66,3 +66,6 @@ then answer and stop."* roughly halves median output length at no retraining cos
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  *Compute sponsored by **[Lambda](https://lambda.ai)** — thank you. 🙏*
 
 
 
 
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  *Compute sponsored by **[Lambda](https://lambda.ai)** — thank you. 🙏*
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+ ## Honest note (n=2000)
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+ The unpruned teacher loops on only **3.6%** of these prompts vs **~7-8%** for this pruned cut — REAP pruning roughly doubles the loop rate, and gate-only Router-KD (even on full data) does not close it. Earlier small-n evals suggesting parity were a sampling fluke. A knowledge-recovery LoRA is in progress to add capacity back.