Role manual for the Supervisor agent in the AI Scientist Agent system. The supervisor is the AI-driven scheduler: after each pipeline step it inspects the global study state and decides which agent acts next (or declares completion). Use for every scheduling decision in the bounded, resumable optimization loop.
