Notes · End to End AI Development · 2 of 14 · 2 Sep 2026

Review theater (AI reviewing AI)

The common claim

AI reviewing AI’s PR rubber-stamps the same blind spots — security, tenancy, money paths, race conditions.

What I actually do

Builder agent is not reviewer agent. Different context, different goal, different mandate.

I run multi-agent review with focused lenses — security and the rest. Reviewers also get the architecture spec so they can check fidelity, not just style.

In practice I do not see rubber stamps. Reviewers nitpick and find real issues. Far from theater.

Testing is part of the loop — not “AI writes, someone glances, merge.” Deeper test discussion is its own item later in this series.

Cross-vendor review might help reduce correlated blindness. I don’t do that in practice today — different agents and different mandates are the split I actually run.

Where #2 still bites

  • Correlated blind spots on novel business logic, even with multiple agents.
  • Vague or outdated specs turn “validated against architecture” into theater. Spec quality is the bottleneck.
  • Severity calibration — agents love nits and can underweight “this can lose money.”
  • If a human never samples hard paths, you’ve moved the rubber stamp to the merge button.

Hard-path rule: money, auth, migrations, public API, PII — a person reads those for real. “Lucky so far” is not a control. Make the checklist explicit.

Drafted with AI. Reviewed and edited by Ed Henderson.

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