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- Learning cache: expert usage persists in <SNAP>/.coli_usage across sessions (atomic save every turn); at startup the hottest experts are auto-pinned in RAM with half the expert budget (AUTOPIN=0 disables). The engine gets faster the more you use it. - Sampling: temperature + nucleus (official 1.0/0.95 defaults in chat; TEMP=0 = greedy). MTP/n-gram speculation stays lossless via rejection sampling (accept draft w.p. p(draft); on reject resample with draft banned). - coli: --temp flag. - Converter: --indexer mode extracts DSA lightning-indexer weights (resumable; needed for future sparse attention beyond 2048 ctx). - pin_load/stats include the MTP row; usage histogram covers layer 78. Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>