Real AI Agents for Polymarket: Stateful Systems That Learn Across Trading Cycles

Current 'AI trading bots' are stateless chatbots that lose context after each session. Production-grade agents on Polymarket require persistent memory, event-driven loops, direct tool integration, and automated self-improvement. This fundamental architecture shift transforms toy systems into truly autonomous traders that learn from every completed market and compound trading edge over time.