Outcome
A scoped code change with tests, preview checks, and a human-reviewed commit.
Steps
Step 1
Use v0 or Cursor to explore UI structure only after reading existing app patterns.
Step 2
Use Claude Code or Cursor for repository-aware implementation.
Step 3
Use GitHub Copilot for inline completion and smaller edits.
Step 4
Run lint, tests, build, and browser checks before shipping.
Step 5
Record any AI-generated assumptions in the pull request or changelog.
Quality checks
No secrets in prompts
Diff is scoped
Production build passes
Mobile viewport is checked