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#ai coding

AI Code Check — Review Agent-Written Code Before You Merge

Review code an AI agent wrote before you merge it: does it match the request, what did it invent or change outside scope, which tests are real, and what to verify by hand.

Nigel Yoshida

Project Rules File — A CLAUDE.md or AGENTS.md for Your Repo

Write a rules file that gives AI coding agents the context they keep missing: stack, commands, structure, conventions and the things they must never do, kept short enough to actually be read.

Nigel Yoshida

Codebase Tour — Get Oriented in an Unfamiliar Repo

Get oriented in a codebase you didn't write: what it does, how it's organized, how a request flows through it, where to make common changes and the risky areas to avoid on day one.

Nigel Yoshida

Coding Agent Brief — A Task Claude Code or Cursor Can Finish

Turn a vague coding task into a brief an AI coding agent can finish without drifting: current state, desired state, files in scope, constraints, acceptance checks and when to stop and ask.

Nigel Yoshida