Turn a request into a plan whose every item is an outcome with a
verification, then execute it. The run opens with active-listening, since
robot never asks once it starts, and it implements the whole plan
statically before robot takes over the run-deploy-observe-fix loop.
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>