implement

name	implement
description	Implement requested code changes end to end from a prompt, spec, or ticket. Use for feature work, diagnosed bug fixes, refactors, and other tasks that require editing code and verifying the result.

Implement

Implement the work described by the user, spec, or ticket.

Read AGENTS.md and applicable nested instructions first. Inspect the live code and preserve unrelated user changes.

Load karpathy-guidelines and follow it throughout implementation. Use tdd where meaningful, at pre-agreed public seams.

Load only the additional skill that matches the work:

• design for UI/UX changes.
• postgres-patterns for confirmed PostgreSQL work.
• seo for search-specific work.
• security-review for trust-boundary or security-sensitive changes.

Run typechecking and focused tests regularly, then the relevant broader checks once at the end. Use code-review after non-trivial work.

Do not commit, push, publish, or open a PR unless the user requested it. Load git or handoff only when that action is requested.