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PIN=auto resolves to <model>/.coli_usage, the history that serve mode appends after every turn, so each restart's hot-store placement follows the accumulated REAL workload instead of a frozen one-shot profile; stats.txt is the fallback for a virgin model dir, and with neither present the run simply starts unpinned. Same magic-value convention as PIN_GB=all (#80); explicit paths and the AUTOPIN flow are untouched (PIN set skips AUTOPIN as before). This lifts deployment entrypoints' "prefer .coli_usage over stats.txt" shell plumbing into the engine, plus the ENVIRONMENT.md row. Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>