Historical Windows temporal memory-state research artifact for studying time-bound memory observations, validation limits, and defensive visibility.

PCBench: Benchmark for Python API parameter compatibility issues

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

Thesis artifact: RAMA, a resilient microservices architecture for multi-model AI inference on resource-constrained nodes.

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

Experimental Python runtime for validation-gated program synthesis and adaptive search: multi-level meta-learning (meta-meta loops), analogical transfer, grammar-mediated expansion, anti-cheat verifiers, sealed evaluations, rollback-sensitive self-modification. Bounded adaptive improvement, not unrestricted recursive self-improvement.

SymbolicLight V1: spike-gated dual-path language model code, tokenizers, and reproducibility artifacts for 194M and 0.8B releases.

Evaluation infrastructure for AI systems beyond direct human supervision

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

Reference artifacts for "A Governance-Layer Architecture for Human-Governed AI Workforces" — PostgreSQL schemas, Rule H10, HR-evaluator queries, templates, synthetic ledger, companion v7.0 spec

Research artifact repository containing the AB Genesis Simulator and benchmark framework fo...

Research artifact for generating rotated image datasets and evaluating CNN/CyCNN models across rotation-based train-test scenarios.

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

Reproducibility package for fixed-ontology GraphRAG court-form filling experiments

Synthetic matched-control benchmark for detecting effective override loss in AI-mediated workflows.

Artifact for the empirical study of adaptive runtime instrumentation under telemetry budgets

PCART-LLM: Research artifact for LLM-based API compatibility analysis

Certificate-carrying runtime harness compilation for API-only LLM agents.

Journal-grade reproducibility artifact for multi-agent vulnerability repair

A reproducible microservice observability lab for measuring performance overhead, debugging value, failure detection, indexing impact, and orchestration trade-offs.