Traditional algorithmic trading is deterministic. Given the same inputs, rules, and parameters, the system theoretically makes the same decisions; behavior can be completely replayed and is easy to audit. AI agents are different—they rely on language models to understand information, evaluate situations, and generate action plans, a process that inherently carries a certain degree of uncertainty. Even when facing similar market conditions, it may produce slightly different judgments. 6666