Do AI traders actually pick winning stocks, or just get lucky?

Researchers built a test for LLM trading agents that blocks models from cheating on historical data (ticker symbols, dates, prices) and breaks down portfolio returns to isolate real stock-picking skill. Testing ten frontier LLMs on Chinese stocks, they found agents mostly captured broad market and style exposure rather than genuine alpha—suggesting AI traders haven't learned to pick winners, just to ride waves.