3 field notes about multi-agent. Quick, practical, no fluff.
Researchers built an open-source system where a whole cast of AI specialists — analysts, a trader, a risk manager — debate each other and arrive at a single investment decision.
Researchers at one of China's top universities just released a tool that turns any document or topic into a live, interactive AI classroom — complete with teachers, curious classmates, and quizzes.
A 20-year-old student built a self-hosted brand monitoring tool where AI agents argue with each other before writing your report — and the internet noticed.
The AI tools and moves I actually use to win more business. A couple a week, nothing I haven't run myself.