Ship a feature with an AI coding workflow

Use AI to plan a feature, edit scoped files, run tests, review diffs, and write the handoff notes.

Developers and technical founders Time: 1-4 hours per feature CodingAI Agents
Outcome
A reviewed code change with tests, docs, and rollback notes.
Task
AI coding feature implementation tests review documentation IDE agent

Workflow

  1. Turn the request into tasks, files, and acceptance criteria.
  2. Limit the AI editor to the intended modules.
  3. Run tests and ask for risk-focused review.
  4. Write release notes, docs, and rollback steps.

Tool stack

Plan

Requirements and acceptance checks

Code

Scoped implementation

Test

Unit, smoke, and regression checks

Review

Diff, risk, docs, rollback

Evaluation checklist

Common mistakes

Tool candidates