Runtime evidence layer for agentic AI — signed audit chain, deterministic gate verdicts with record-bound audit replay. pip install phionyx-core.

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.

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

Founder profile — Ali Toygar Abak. Deterministic AI governance runtime (Phionyx), evaluation standards, bounded-authority household AI (HearthOS). PyPI · Zenodo · ORCID 0009-0002-3718-4010.

Inspect AI bridge — Phionyx runtime evidence exported into Inspect eval logs. Replayable agent evaluations.

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

Portable, content-addressed reliability evidence for LLM systems. Capture how a model behaves under perturbation; preserve, verify, and diff the evidence across model changes.

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

AIREP — a neutral, vendor- and model-independent record format for per-decision AI runtime governance evidence: one signed, hash-chained, canonical-JSON record per decision, checkable offline. Experimental.

AOS — model-agnostic runtime assurance kernel for converting bounded AI-output signals into auditable PASS/WARN/BLOCK decisions before workflow use.