Thanks for the reply. I lost you in this part, Great questions on scale: the whole way we designed our engine is that in the happy path, we actually use very little LLMs. The agent runs deterministically, only checking at various critical spots if anomalies occurred (if it does, we fallback to computer use to take it home)

I assume you send screenshot to claude for nest action to take, how are you able to reduce this exact step by working deterministically? What is the is deterministic part and how you figure it out?