T. J. Barton

Production LLM trading agents trail basic retail benchmarks by nine percentage points in win rate, largely because mechanical scaffolding and volatility-blind sizing—not strategic reasoning or prompt design—almost entirely dictate live agent behavior.

Language model reliability in real-world financial agents hinges more on the surrounding engineering than the underlying model itself.