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* fix: persist run duration in checkpoints for history reads * fix(checkpoint): harden run duration persistence * fix(checkpoint): persist run durations in metadata * fix(checkpoint): address review findings for run duration persistence - Add valid_duration_entry() shared validation helper (worker.py) - Rename _persist_run_durations -> persist_run_durations as public API - Import public persist_run_durations and valid_duration_entry in threads.py - Use BackgroundTasks for lazy backfill write to avoid blocking history reads - Add TODO about O(runs) growth of run_durations in checkpoint metadata - Document REGENERATE_HISTORY_RAW_SCAN_LIMIT doubling assumption * fix(checkpoint): replace pruning TODO with justification Accumulated run_durations overhead (~50 bytes/run_id) is negligible compared to messages channel blobs; no pruning strategy is needed. --------- Co-authored-by: Willem Jiang <willem.jiang@gmail.com>