Blog
AI provenance, knowledge decay, and audit-grade evidence for regulated AI deployments.
Knowledge IntegrityAI ProvenanceRAGContradiction Detection
When Your Sources Disagree: How Silent Contradictions Poison AI Answers
When two sources disagree, RAG picks one silently — and your AI ships a confident wrong answer. How to surface and resolve cross-source contradictions.
AI Vyuh Engineering ·
AI ComplianceEU AI ActAudit EvidenceAI ProvenanceRegulated AI
Audit-Grade Provenance: What Regulators Actually Want to See (AI Act, DPDP, FINRA, HIPAA)
What the EU AI Act, DPDP, FINRA, and HIPAA actually require for AI documentation — and how hash-signed, audit-grade evidence packs satisfy each.
AI Vyuh Engineering ·
AI ProvenanceSource AttributionRAGAI Governance
AI Provenance Explained: Proving Where Every Model Output Came From
AI provenance proves where every model output came from — source, version, timestamp, and a hash-signed integrity record. Why citations alone aren't enough.
AI Vyuh Engineering ·
Knowledge DecayAI ProvenanceRAGKnowledge Integrity
What Is Knowledge Decay? Why Your AI's Sources Go Stale (and What It Costs You)
Knowledge decay is why your AI keeps citing stale sources. What it is, how knowledge half-life works, and how to detect drift before it reaches customers.
AI Vyuh Engineering ·