AI Coding Tip 032 - Build a Dark Factory Pipeline

Build a factory where no human needs to work, keep the code coming, and place regular human audits.

TL;DR: Run your pipeline like a dark factory: automated, sampled, and policed by an adversarial model.

Common Mistake ❌

You let one model write a pull request, then hand the same model (or a suspiciously agreeable fresh instance of it) the job of approving its own work.

Humans like you are a scarce resource and a bottleneck, so you decide that nobody else will look at the diffs.

Problems Addressed 😔

• Models like their own output when asked to judge it, a documented self-preference bias that makes same-model review about as objective as a suspect grading their own trial.
• Skip the checkpoints, and your pipeline drifts into unreviewed workslop that nobody catches until it ships.
• 100% human review doesn't scale once your agents merge dozens of pull requests a day.
• Fake...

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