My LLM Trading Bots Beat the Benchmark. The Rules I Wrote Beforehand Say It Doesn't Count.

For two months I let LLM agents paper-trade a simulated $100 crypto portfolio. Season 1 ended with a verdict of STOP: both agents lost to cash. Season 2 ended with all four agents beating the passive ...