sandeep-alluru

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Contradiction detector and belief repairer for multi-source facts — ensures knowledge-base consistency across agent sessions.

Ground-truth receipt system for hallucination detection — captures verified state snapshots before and after agent actions.

Signed AI content provenance with PII scrubbing — timestamps and signs AI-generated outputs for EU AI Act and FTC compliance.

Agent trace diff and prompt regression detection — compares two agent runs to find exactly where reasoning diverged.