Dev.to
7/4/2026

1. **Analyze the original title:** "What Six Arguing AI Agents Taught Me About Building One That Actually Works"
Original: What Six Arguing AI Agents Taught Me About Building One That Actually Works
Short summary
A developer built a six-agent debate system for code analysis but found it hallucinated 124 false vulnerabilities. After pivoting to a simpler sequential architecture—one agent maps code, two others analyze it—the system correctly identified real issues. The Synod project demonstrates that architectural simplicity and thoughtful orchestration beat raw agent count.
- •Debate architecture with six agents produced 124 false positives out of 127 flagged vulnerabilities
- •Sequential pipeline—map → analyze → validate—eliminated hallucinations and correctly identified real issues
- •Lesson: agent effectiveness depends on orchestration design, not agent count
Generated with AI, which can make mistakes.
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