[Jinyibruceli]

I'm curious how you're handling the self-evolving part in practice. When I built browser automation agents with Claude API last year, the hardest problem wasn't the initial task execution - it was knowing when to stop iterating vs when the agent had legitimately improved its approach. Does autodidact have any safeguards against the agent just spinning in circles rewriting its own prompts, or do you rely on the user to define success criteria upfront?

[waterbuffaloai]

Yes, this is the exact engineering challenge I have been trying to solve. Currently, the improvements only include memories and skills update, for v1.5, this is what I am trying to solve too. Could you try the current version and let me know what you think?