I Built a Dual-Pool Adversarial Review System for AI Agents — And It Actually Works
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AI code review has a problem: abstract roles produce generic feedback. "Saboteur" says "add error handling." "New Hire" says "this is confusing." Useful? Sometimes. Specific? Rarely. I built something different: a review system that uses real engineers with searchable philosophies instead of abstract roles. Linus Torvalds doesn't say "consider error handling" — he says "eliminate the special case entirely." That's not a wording difference. That's a…
1Key Takeaways
- <p><strong>AI code review has a problem: abstract roles produce generic feedback.</strong> "Saboteur" says "add error handling." "New Hire" says "this is confusing." Useful?
- Rarely.</p> <p>I built something different: a review system that uses <strong>real engineers with searchable philosophies</strong> instead of abstract roles.
- Linus Torvalds doesn't say "consider error handling" — he says "eliminate the special case entirely." That's not a wording difference.
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3Why it matters
Coding AI shifts how fast software ships and how much human review each change needs. DEV — AI reports that <p><strong>AI code review has a problem: abstract roles produce generic feedback.</strong> "Saboteur" says "add error handling." "New Hire" says "this is confusing." Useful?
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