kalibr-ai

Ship agents that fix themselves. Kalibr learns what's working as your agents run in production and routes them around failures, degradations, and cost spikes before you know they're happening.

Route OpenClaw agents to cheaper models automatically. Reduces token burn, handles model failures, avoids rate limits, and auto-selects the best model based on real production outcomes. Uses Thompson Sampling. Zero config. 3-line install.