If you are looking for someone who ships things, this is where the work lives:

• I turn complex research into repeatable engineering artifacts.
• I build distributed AI tooling with integrity checks, observability, and reproducibility.
• I ship safety and reliability tooling for model workflows.
• I focus on practical systems: useful, testable, and maintainable.

If you want to collaborate, review real work, or discuss what I can build next, start here.

• ChatP2P — peer-contributed AI compute with signed nodes/jobs, verified results, and credit-based coordination.
• Motion-TimeSpace- — an engineer-first research workspace connecting physical modeling work with reproducible computational tools.
• The Marked Bench — a versioned benchmark framework for contradiction-detection and AI reasoning evaluation.
• The Gauntlet — a local-first paper stress-testing tool that returns transparent RESOLVES / PARTIAL / FAILS / CREATES_NEW_PARADOXES verdicts.

• Tokometer — local Codex token-burn observability with usage dashboards and alerts.
• Sentinel Manifold — an attention-first AI Guardrail Gateway with CI and Render deployment.

• Looking for engineering collaboration? Open an issue on one of the repos above.
• Prefer quick outreach: mention your use case and what you need shipped.

1. ChatP2P
2. Motion-TimeSpace-
3. The-Marked-Bench-
4. The-Gauntlet-
5. Tokometer
6. Sentinel Manifold

• Collaborations on production-oriented AI/engineering systems
• Technical contributors for benchmarking, infra, and observability
• Freelance or contract work where reliability and clarity matter