Debate-Driven Development: Adversarial Multi-Agent Code Review Workflow

Short summary

The article proposes 'Debate-Driven Development,' a multi-agent workflow where an Architect Agent generates code and a Critic Agent adversarially reviews it for security flaws, race conditions, and edge cases. The critic uses a structured failure-mode checklist and produces specific CWE identifiers and exploit scenarios. The author claims this consensus model reduces production bugs by 30% compared to solo AI generation, though the figure appears unsubstantiated.

• •Proposes a two-agent adversarial workflow: Architect generates code, Critic reviews for flaws using a failure-mode checklist
• •Includes a CI/CD pipeline pseudocode example with generate, adversarial-review, and synthesize stages
• •Claims 30% bug reduction but the statistic appears unsupported by cited data

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