Playbook · Developer

Ship more without lowering the review bar

Faster feature delivery with tests and reviewable diffs

Engineers in an existing codebase $74/month for one person ~10 hours saved a weekIntermediate

The steps, in order

  1. 1

    Give the assistant your conventions

    A rules file with folder structure, testing approach and forbidden patterns.

  2. 2

    Start from the test

    Acceptance criteria first means you can tell whether generated code is right.

  3. 3

    Explain before you change

    Have unfamiliar code summarised, including who calls it, before editing.

  4. 4

    Keep diffs small

    One concern per commit. Large generated diffs are the main source of hidden bugs.

  5. 5

    Review security by hand

    Auth, access rules and data queries never get accepted as generated.

  6. 6

    Automate a recurring process

    Pick one repeated chore, turn it into an agent run with logging and alerts.

How you know it worked

First win: One feature merged with generated tests and a diff a colleague could review.

Measure: Cycle time from ticket to merge, and change-failure rate — both, not one.