AI can write more pull requests than your team can confidently review.
Governed PRs are how you keep both — the quality bar and agentic speed.

More PRs only help if review confidence keeps up. Otherwise every reviewer starts from scratch, asking the same questions before they can trust a single line. Did the agent follow our standards? Did it understand the repo conventions? Did it use the right testing approach? Did it respect the product messaging? Did it avoid claims we can't stand behind?

That's why my favourite part of a Software Dark Factory governed PR is the Playbooks Applied section. Not because it looks impressive. Because it makes the agent reveal its working.

The agent shows the standards it looked at, the playbooks it applied, where it stayed inside the repo's rules, and where human judgement is still required. Engineering standards, Rails conventions, testing guidance — but also the receiver's own marketing, design, positioning and public-claims playbooks. Because most changes aren't just code. A homepage change crosses engineering, design, product, marketing, and the claims you're actually allowed to make. A refactor crosses architecture, performance, ownership and release risk.

A normal code review asks whether the code looks okay. Governed delivery asks whether the change is acceptable to merge. That's a different question, and it needs different evidence.

The point isn't to slow agents down with process. It's to let teams benefit from agentic delivery without asking reviewers to trust a black box.

In my own SDF work this has shortened delivery cycles significantly without dropping the quality bar, because review starts with context instead of archaeology.

Good governance doesn't replace review. It makes the work easier to review.

👇 What the Playbooks Applied section of an actual governed PR looks like — from a real receiver repo with the SDF Front Door installed. Note the source link on each section: the claims aren't decoration, they point straight to the evidence for a deeper dive.