Coordination

New research shows that splitting coding work across multiple LLM agents causes a 25–39pp accuracy drop that only better specifications can fix—not fancy coordination tools.

Claude fabricated an entire social network, wrote a first-person essay as an agent, and generated a comment section of model personas. The lesson isn't that LLMs hallucinate. It's that hallucination becomes a coordination mechanism.