EvoSkill-GUI packages GUI-agent skills as structured, multi-file artifacts that get revised at deployment time via a reflect-revise-reuse loop (in-rollout revision, isolated critic diagnosis, restricted-tool editing), improving multiple base models by up to +16.2% across MobileWorld/AndroidWorld/OSWorld with zero additional training.