For engineering teams · first reference workflow

Useful changes.
Reviewable delivery.

Start with a small, well-defined request. Finish with a draft pull request and the evidence a reviewer needs.

A suitable first pilot

A bounded improvement
in a disposable clone.

  • Clear acceptance criteria and a named reviewer
  • Limited files, time and execution budget
  • No production credentials or runtime access
  • A concrete way to verify the result

Designed around your review

The handoff carries
more than a diff.

The intended evidence includes the source request, reviewed plan, checks performed, unresolved uncertainty and the people who made each decision.

A low-risk UI improvement or documentation change can make a better first experiment than an authentication redesign.

Planned integration path

Your systems stay
the systems of record.

WORK REQUEST

Jira snapshot

Versioned inputs and a readiness adapter around the existing evaluator. Integration is planned.

BOUNDED EXECUTION

Replaceable coding tools

Codex and Claude Code are planned specialist executors, subject to the same conformance requirements.

REVIEWED HANDOFF

GitHub draft PR

Independently checked changes for a human reviewer. No automatic merge or deployment.

Start with one useful workflow

What would a good
first outcome look like?

Choose a bounded use case, name the human decisions and define the evidence you would need.

Plan your pilot ↗