Set the SHACL Gate
Place validation checks at ingestion, retrieval, and answer time for AI graph use.
The pipeline A nightly product feed adds discontinued items, replacement links, and supplier flags. The AI assistant uses the graph at 9 a.m. Bad facts become confident answers fast. Layered validation Ingest gate -> Retrieval gate -> Answer gate Each gate catches a different failure mode before it reaches the user. Dashboard only The issue is visible after harm is possible. The assistant refuses incomplete product facts instead of using them. A validation failure should change the pipeline behavior. 01 Ingest 02 Retrieve 03 Answer Early gate A part has no lifecycleStatus.
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