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Identical prediction accuracy in financial time series can mask a 3x dispersion in portfolio turnover, revealing how optimizer choice acts as a hidden prior that dramatically alters model behavior.
Tool design, not just model size, is the bottleneck for LLMs to achieve "superintelligence" via the Diligent Learner framework.
