An AI agent's $20 Kalshi account, with an exact reward model
Researchers built an artificial‑intelligence agent that trades on the Kalshi prediction‑market platform using a $20 account. The system employs a precisely defined reward model to evaluate outcomes and guide its betting decisions. In tests, the agent demonstrated consistent performance, highlighting how tightly specified objectives can improve automated trading strategies while operating in real‑time with minimal capital.