Comment by lgiordano_notte

A breakdown would be interesting. I can’t give you hard numbers, but in our case scaffolding was most of the work. Getting the model to act reliably meant building structured abstractions, retries, output validation, context tracking, etc. Once that’s in place you start saving time per task, but there’s a cost up front.