Maintain Adaptive Surfaces

Companion Guidance

Use karpathy-guidelines alongside this skill for implementation or review work. Keep changes scoped, surface assumptions, and define focused validation before editing.

Use this skill when changing adaptive config schema, built-in sections, shared plugin lifecycle, plugin registration, or binding-native helper APIs.

Public Boundary

The stable adaptive boundary is the config document plus the shared plugin lifecycle: