How to Review AI Coding Output Before You Merge

Ralph Workflow is the operating system for autonomous coding — a free and open-source CLI that runs the coding agents you already use on your own machine.

It is for developers and technical teams with work that is too big to babysit and too risky to trust blindly.

What makes it different is the handoff: Ralph Workflow is built to leave you with a reviewable result — a real diff, checks, artifacts, and a short finish receipt — instead of just a transcript and a confident done claim.

Why read this now? Because the real question is not whether an agent looked smart. It is whether the morning-after result is something you would actually trust enough to review and merge.

The five-minute merge check

Open the result in this order:

  1. Open the diff first

    • Do the changed files match the task you asked for?

    • Is the scope still small enough to review in one sitting?

  2. Read the finish receipt

    • What changed?

    • What checks ran?

    • What stayed uncertain?

    • What still needs a human judgment call?

  3. Confirm the real checks

    • Do not stop at a summary.

    • Look for the actual test, lint, or build outputs that matter for this repo.

  4. Review shared boundaries carefully

    • Schemas, config, interfaces, migrations, auth, and build wiring break trust faster than isolated files.

    • If the task touched a shared boundary, make sure the merged state still holds up.

  5. Ask one question

    • Would I merge this?

If that answer is quick and boring, the handoff is strong. If you still need to reconstruct the whole night from logs, it is not.

What a trustworthy handoff should contain

A useful unattended run should give you:

  • a bounded diff

  • changed files that match the ask

  • checks that actually ran

  • a short finish receipt instead of a long transcript

  • artifacts you can inspect when you need more detail

  • open questions called out clearly instead of hidden behind confidence

If you want to see a public example, open Example Review Bundle.

Red flags before you merge

Slow down if you see any of these:

  • the diff is much broader than the task

  • the result depends on a shared boundary nobody clearly owned

  • the summary says tests passed, but you cannot find the real check trail

  • the handoff explains too much but still does not tell you what changed

  • the run looks locally fine, but nobody checked the merged state you would actually land

  • the only proof is a transcript plus the agent saying it is done

These are the cases where “agent said done” and “safe to merge” diverge.

The fastest honest first evaluation

If you are trying Ralph Workflow for the first time, use this review path on one real backlog task.

That is the right test because Ralph Workflow is not just about generating code. It is about making unattended work come back in a form you can judge honestly on your own machine.

Best first-task companions:

If the morning-after result gives you a clean diff, real checks, and a merge decision you can make quickly, Ralph Workflow is doing useful work.

If that is the evaluation path you want, inspect the primary Codeberg repo first: https://codeberg.org/RalphWorkflow/Ralph-Workflow

Best next public actions: