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Turn DataHub metadata into a safety layer for AI-driven data changes. LineageGuard detects hidden impact, blocks unsafe changes, generates a safe migration, validates it, and opens a GitHub PR
A living AI learning twin that tracks what each person knows, finds what changed in trusted sources, teaches the exact gap, and verifies capability through application, defense, and delayed recall.
