Behavioral HIDS that survives baseline poisoning. Sediment robust estimator, Linux eBPF collector, tamper-evident SHA-256 audit chain.

Code, data, and ontologies for FAOS research papers on ontology-powered enterprise AI agent verification (RA-3 neurosymbolic, RA-6 trust certification).

JSON Schema for decision events as governance evidence units in automated decision and real-time risk systems. MIT.

Python toolkit for label-free monitoring of governance evidence degradation in delayed-label risk decision systems using proxy drift monitors and response chains.

Curated code and result summary for world-model inputs in Atari policy experiments.

Side-channel profiler that detects deceptive intent in LLMs by measuring the computational cost of lying.

Python library for evidence sufficiency scoring in governance assessments under delayed ground truth, drift, and decision-readiness constraints.

PGP-inspired Post-Quantum text encryption. Features Hybrid Crypto (Kyber + X25519), TPM Hardware Binding, and paranoid memory hygiene.

Reference prototype and reproducibility artifact for an ML-KEM-768-based incompleteness-secured commitment framework with claim guards, benchmark scripts, and wrapper portability probes.

Structured self-reports for long-running LLM sessions: operator signals, explicit uncertainty, no claims of model feelings.

Comparative determinism experiment on a 285v D6 substrate (P_95 □ K_3) — Zer0pa Computation portfolio. Pure-rational deterministic Rust pipeline; 31,560 byte-identical SHA-256 hashes on commodity Android.

Research artifact, paper, and frozen evaluation outputs for selective revocation and replay after persistent indirect prompt injection in memory-augmented LLM agents.

Benchmark dataset and evaluation harness for comparing governance evidence feasibility across rule-based, hybrid ML, streaming, and agentic AI decision systems.

Python SDK for collecting raw system signals into Decision Event Schema evidence units with provenance, attribution, temporal metadata, and validation.

Research artifact for "Duty, Defect, and Disclosure: Reassessing Developer Liability for LLM Chatbots in Suicidal Crises under Swiss and European Law" (UZH FS26, AI: Technology and Law)