Synthetic Industry

Buyer collection · updated 2026-10-12

For an engineering lead whose team has stopped reading the AI reviewer: rules, a replay and a monthly audit

Why default AI review gets ignored, what a written rule set can and cannot do, and how to test it on pull requests the tool has not seen.

The problem

A reviewer left on its defaults does not know your conventions. It adds comments nobody asked for and misses what your seniors always say.

In a public thread, one developer said it is hard to stop such a tool listing speculative reasons the code is a problem.

What a rule file can do

GitHub says to keep instruction files short, around 1,000 lines at most, and to give specific rules. It also lists what instructions cannot do: block a merge, change formatting or follow links.

So a rule file shapes what the tool says. It cannot make the tool an approver.

  • Short and specific
  • Tested on old pull requests
  • Never an approval

What to ask for

Ask for a replay on pull requests held back before the rules were written. Ask for pass marks, a comment cap and a list of what the rules cannot catch, all agreed in writing first.

  • A held-back third
  • A cap on comments per pull request
  • Zero comments that suggest skipping a check

Which job fits

If you have not picked a tool, compare up to three on the same 30 pull requests. If you have one, write the rules and replay them. If it is running and drifting, audit a sample of its comments each month.

Sources and limits

  • GitHub: customize Copilot code review Checked 2026-10-12.
    • GitHub recommends keeping any single instruction file to about 1,000 lines, and warns quality may deteriorate beyond that.
    • Instructions cannot make Copilot block a merge, change formatting or follow external links, and vague requests such as "be more accurate" add noise.
    • Copilot reads instructions from the pull request's head branch, so changes can be tested in the same pull request.
  • GitHub: Copilot code review Checked 2026-10-12.
    • By default Copilot's reviews do not count toward required approvals.
    • Dependency management files such as package.json and Gemfile.lock are not reviewed.
    • A review costs about $0.05 to $1 (Lite) or $0.25 to $5 (Balanced) in AI credits, not counting Actions minutes.
  • Hacker News: comment in the thread "There is an AI code review bubble" Checked 2026-10-12.
    • A commenter wrote on 2026-01-26 that it is "really hard to get it not to tell you 20 highly speculative reasons why the code is problematic along with the one critical error".