The proxy is honest about its layer — it shrinks ~53% of the bash output it intercepts. In Claude Code, that's roughly 4% of the input you actually pay for. A map, not an accusation.
A workflow that ships code, learns from its mistakes, and feeds the lessons back into planning — modelled explicitly as a state machine.