ThumbGate — 👍👎 feedback that teaches your AI agent. Thumbs down a mistake, it never happens again. SQLite+FTS5 lesson DB, corrective actions, pre-action gates.

A discipline for governing autonomous AI agents in production.

Open infrastructure modules for reliable and governable agent systems.

GuardMesh — Portable policy checks for governed agent execution.

Failure-mode evaluation harness for agent systems.

Detect, score, and heal broken agent skills.

Harness engine for AI Agents. From demo to production.

GitHub profile hub for recruiter review order, staged public-data provenance, and flagship proof paths

Portfolio front door for flagship proof routes, staged public-data policy, and recruiter-first walkthroughs