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.

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

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

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

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

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

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

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