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Practical insights on building production AI systems with DSPy, sovereign infrastructure, and neuro-symbolic approaches.

Hypothesis-Driven Time Series Forecasting

A case study on the Hedge Fund Time Series Forecasting competition. How robust objectives, shrinkage calibration, and one-change-at-a-time experimentation beat kitchen-sink feature engineering.

Time SeriesLightGBMFeature EngineeringKaggle
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