edwardpyang

Use when implementing or reviewing Python changes involving shared mutable state, threading, Ray worker processes, Serve replica lifecycle, lazy resource construction, shutdown or cleanup, filesystem state shared by multiple objects, process-wide registries,…

Use ONLY when the user asks to plan a new feature, refactor, or architectural change. Guides a structured research-and-review cycle: discover codebase, identify risks, iterate on the plan, then produce an implementation-ordered plan committed under docs/. Do…