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SharpeBench is an open-source benchmark that scores AI trading agents on whether their edge is real, not just returns. A 2026 audit of nineteen LLM-trading studies found zero reached full reproducibility, only two used time-consistent splits, and one modeled transaction costs. The benchmark runs as a single deterministic binary.
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