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Continuous-learning platform that detects agent failures in production and automatically improves prompts using real user feedback.
Lemma is an end-to-end evaluation and observability platform designed specifically for AI agents. It ingests production traffic and user feedback, detects when prompts or chains start failing, and automatically runs optimization experiments to repair behavior. Engineers get suggested prompt updates and can accept them via API or auto-generated pull requests, turning static agents into self-improving systems and cutting manual prompt iteration dramatically.
Tracks live agent behavior, runs targeted evaluations when outcomes degrade, and pinpoints failing steps in agent chains so teams can monitor and benchmark quality over time.
Continuously watches production traffic to detect drift and failure patterns, alerting teams when agent performance drops and surfacing root causes with traces.