maintain-optimizer

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:

• Config types and policies
• Built-in adaptive section helpers
• Plugin registration and composition
• Plugin lifecycle
• Reports and diagnostics

There is no separate public adaptive runtime handle.

See docs/plugins/adaptive/configuration.md and docs/about/concepts/plugins.md.

Keep In Sync

• crates/adaptive
• Shared plugin behavior in core and bindings
• Python adaptive/plugin wrappers in python/nemo_relay/adaptive.py and python/nemo_relay/plugin.py
• Go adaptive helpers under go/nemo_relay/adaptive plus shared plugin helpers in go/nemo_relay
• Node.js adaptive helpers and plugin wrappers
• Docs and examples that show canonical config shapes

Checklist

• Dynamic config shape still matches the documented canonical model
• Typed helper constructors still map cleanly to the same config document
• Plugin lifecycle is consistent across languages
• Plugin context surfaces remain aligned
• Validation/report behavior remains documented and tested
• Any new component kind has docs, examples, and binding coverage

Validation

• Run adaptive-focused Rust tests
• Run binding tests for every changed adaptive or plugin surface
• Update adaptive docs and any examples in the same branch

References

• docs/plugins/adaptive/configuration.md
• docs/plugins/adaptive/about.md
• docs/plugins/adaptive/acg.md
• docs/plugins/adaptive/adaptive-hints.md
• docs/build-plugins/basic-guide.md
• docs/build-plugins/validate-configuration.md
• docs/about/concepts/plugins.md
• validate-change