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## What changed - Track the 50 most recently invoked skills for each thread and evaluate them as the `lru_v1` shadow-selection method. - Filter stale and duplicate entries while preserving recency order. - Increase the shadow result limit to 50 and add a `21_50` rank bucket. ## Testing - Add unit coverage for recency refresh, eviction, filtering, limits, and rank buckets. - Add an extension test showing that `lru_v1` recovers a skill invoked on an earlier turn. GitOrigin-RevId: 7aa56514db57cf180cc3f57b4d493dee3304e766