Beyond the Hype: Scaling 28 AI Agents on a Single Server

Scaling AI isn't just about compute power; it's about the sophisticated management of memory and conflicting human feedback. This experiment demonstrates that a 'Fleet Learning' architecture can turn individual errors into collective intelligence while keeping hardware costs minimal.