ByteBrief
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Rebuilding the ingestion pipeline with structure-aware chunking, provenance metadata, and supersession marking made a parental leave bug impossible rather than unlikely. The obsolete 2021 policy chunk scored 0.847 versus 0.839 for the current one, winning by 0.008 because the revision date was discarded.
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Summary by ByteBrief
Validity Layer Tracks Stale Context