dum-dum

Model integrity monitor that answers: "Is the LLM actually performing well right now, or has quality silently degraded?"

Combines active probes (inject known-answer challenges) with passive signals (mine session artifacts for quality indicators) and statistical drift detection (CUSUM on quality time series).

Architecture