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ML vs LLM as Signal Generators: Eight Dimensions Where the Choice Is Already Made
ML vs LLM as a trading signal generator, broken down across eight dimensions: cost shape, failure mode, reproducibility, interpretability, and the one row where the LLM actually wins.
aitradingllmmachine-learningsignals
I Asked an LLM to Generate 20 Trading Strategies. 14 Were the Same Thing.
After generating 20 LLM trading strategies, 14 reused the same mean-reversion shape. Here is what breaks when AI skips the validation stack.
aitradingllmbacktesting
Start With an Evidence-Producing Research Loop
Use Community AI Studio with direct BYOK or a supported local model, then validate and backtest locally.
