I Built a Multi-Agent Research Pipeline That Catches AI Confabulation Before It Reaches My Users

This is a submission for the OpenClaw Challenge — OpenClaw in Action. I Built a Multi-Agent Research Pipeline That Catches AI Confabulation Before It Reaches My Users LLMs are great at sounding confident. That's the problem. An LLM will tell you that commit a3f9b2c added user authentication last Tuesday, that the /api/v2/users endpoint returns 200 OK, and that your Pro subscription is $19/month — all with complete certainty, all potentially wrong. This is confabulation: the model...