Composio uses an internal agent to build, test, and evaluate skills, then uses observed failures and feedback to improve them over time.

“In Alisa we have an agent essentially which builds a lot of these skills and kind of like does a lot of like testing as well as eval so it's like you can say like agent as an eval where our internal agent uses these tools and kind of like we figure out where it is messing up and improve our time even asking agent what we can do better etc so that like that's one then obviously we have like how the agent is using it where it's getting stuck that data to improve”

“to overtime.”