I kept trying to use daily bars for high level features. Trend channels, long-term volatility, macro overlays. But daily is too coarse. You lose signal precision and introduce massive lag. The models just don’t respond in time. Now I generate long-term features using 5m data, resampled and rolled appropriately. More compute, yes. But at least the features arrive on time. [[ML]] [[Serendipity]]