Ship Features with an AI Pair-Programming Pipeline
Move from feature request to merged pull request in about half a day.
Download workflow config (JSON)How the data moves
This is a handoff plan, not an automatic integration. Review outputs before the next step. Unlabeled arrows show order, not a verified data format. Use the capability links to explore tool substitutions.
Step 1
Turn the Request Into a Spec
Give Claude the raw feature request and have it produce a clear technical spec with acceptance criteria before any code gets written.
Step 2
Scaffold the Implementation
Use Cursor to generate the initial file structure, boilerplate, and function signatures based on the spec.
Step 3
Pair-Program the Core Logic
Work through the core implementation with GitHub Copilot suggesting code inline as you write the business logic.
Step 4
Run an Autonomous QA Pass Before the PR
Let Qodo run an automated review and test pass on the finished branch to catch bugs before you open the pull request.
Time Required
Half a day per feature
Expected Result
A fully scaffolded, implemented, and QA-checked feature ready for a final human review.
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