Runtime governance observability and replayable telemetry evidence demonstrating operational governance continuity.

Behavioral governance audit systems focused on longitudinal drift analysis and replayable evidence continuity.

Longitudinal behavioral governance research focused on repeated behavior accumulation across AI systems.

Governance audit evidence and replay-capable case studies documenting AI governance behavior over time.

Operational governance failure analysis infrastructure for runtime governance drift, telemetry discontinuity, replay-capable evidence, escalation persistence, and longitudinal behavioral governance instability.

Replayable, inspectable evidence for reliability claims about stochastic systems. Falsification-first testing for LLMs — perturb inputs, preserve evidence, diff across model changes.