
Contradiction detector and belief repairer for multi-source facts — ensures knowledge-base consistency across agent sessions.
Runaway loop detector for AI token economies — monitors token usage and cost ratios to catch runaway agent loops early.
Agent trajectory scorer for human-likeness — flags bot-like patterns in automated workflows before they reach production.
Pre-commit norm gate for AI-generated PRs — enforces coding and contribution norms, blocking violations before they land.
CRDT-based shared world state for parallel agent sessions — conflict-free merging of facts across concurrent AI agents.
Architectural decision tracker with staleness detection — records decisions and alerts when code changes invalidate them.
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.
Ground-truth receipt system for hallucination detection — captures verified state snapshots before and after agent actions.