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trying to learn by building
Time-travel forensics for agent memory; replay what an AI agent believed, not just what it said
An autonomous data steward for DataHub. It investigates broken data, retires dead tables, and writes every finding back into the catalogue; so the next person inherits instead of repeating the work.