I build small, reproducible evaluation artifacts for researchers and engineers reviewing agentic AI systems.

My public work focuses on:

• agent authority boundaries
• tool-use safety
• human oversight
• auditable decision evidence
• deterministic synthetic evaluations

Public repositories contain synthetic, clean-room, or educational artifacts. They do not expose private production systems, logs, prompts, schemas, or customer data.

Evidence-Gated Evaluation of Agentic AI Systems — METHODS PREPRINT / RUNNABLE / TESTED

A bounded framework for testing agent capability without expanding authority. The public release includes the manuscript, JSON Schema, 18 synthetic cases, deterministic gate logic, regression tests, frozen results, and independent-review materials.

Start with:

• Read the methods preprint
• Reproduce the synthetic demonstration
• Review or replicate the work

frozen claim + authority envelope + evidence ledger -> PASS / HOLD / FAIL / INVALID_RUN

A passing result supports only the predeclared claim within the tested environment. It grants no authority to deploy or act.

AI Governance Benchmarks — RUNNABLE / TESTED

A clean-room benchmark suite using synthetic cases, deterministic scoring, generated reports, and regression tests.

synthetic case -> scorer -> report -> tests

Start with:

• Quick reviewer path
• Sample reports
• Scope and limitations

• Runnable synthetic evaluation cases
• Deterministic scoring and reproducible reports
• Tests that detect boundary failures and unsupported public claims
• Explicit separation between capability evidence and operational authority

• Agent Action Audit Template — RUNNABLE / TESTED — schema-backed synthetic action receipts, blocked-action examples, human-review metadata, and validation tests.
• Human-AI Governance Lab — RUNNABLE / TESTED — toy workflow gates for risk classification, human approval, reports, and synthetic audit receipts.
• Active Inference Primer — RESEARCH_NOTES / UTILITIES — minimal educational free-energy utilities with synthetic numerical tests and explicit limitations.
• Eudaimonic Alignment — RESEARCH_NOTES — public research notes on human flourishing, agency, and alignment/governance questions.
• Quantum AI Experiments — SANDBOX — simulator-first quantum/AI-adjacent experiments with explicit claim boundaries.

I am open to serious collaborators in AI evaluation, agent safety, governance engineering, red-teaming, and applied research.

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