Multi-agent Systems

Multiple agents can outperform a single clever one – if you give them clear roles, the right coordination pattern, and firm budgets. In Python, you’ll wire agents into collaboration (committee/debate), market-style auctions for task allocation, and a simple controller that prevents the classic failure modes: loops, groupthink, and cost blow-ups.