Your agents silently degrade in production. Kalibr keeps them on the optimal path — scoring every call, learning what works, routing automatically.

👍 Thumbs up reinforces good behavior. 👎 Thumbs down blocks repeated mistakes. ThumbGate turns feedback into pre-action gates for AI coding agents.

OpenClaw plugin for Kalibr autonomous routing. Captures LLM telemetry and agent outcomes via plugin hooks, reports to Kalibr for autonomous path optimization.

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.

Production-tested patterns for running multiple AI agents. Framework-agnostic. From 9 agents in daily production.

Harness engine for AI Agents. From demo to production.

Production-ready agent starter template with Kalibr routing wired in. Clone and ship.

Portfolio site — React + TypeScript + Vite.

GitHub profile