LF AI & Data project helps developers turn agent traces into repeatable tests for more reliable agentic AI applications LF AI & Data is pleased to announce that Monocle (sometimes referred to as “Monocle2AI”) has advanced from Sandbox to Incubating status, recognizing the project’s growing technical maturity, community development, and potential to help organizations build more reliable generative and agentic AI applications. As AI applications become increasingly autonomous, developers face a fundamental challenge: understanding not only what an agent produced, but how it reached that result.