RELAI

RELAI is a continual learning platform for AI agents that automatically turns production failures, feedback, and real-world edge cases into replayable learning environments used to optimize and verify agent behavior. The platform's lifelong optimization engine improves the full agent harness — prompts, tools, memory, models, and workflows — as a unified system, proposing validated improvements as reviewable pull requests without requiring manual eval updates. RELAI targets AI engineering teams deploying production agents who need to reduce improvement cycles from days to minutes while maintaining reliability and preventing regressions.