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Every AGENTS.md guide tells you to add build commands and coding conventions. Mine loads skills, routes across repos, manages memory, and self-evolves.
I used GPT-5.4's prompt guidance to delete skill sprawl, replace stale helper scripts with prompt contracts, and keep only the broad skills that still compound.