In Part 1 of this blog post series , I described the preprocessing problem that kept surfacing in conversations with HFT firms: their pipelines are either too rigid or too manual, and neither holds up when market conditions shift. The question I left open was whether there’s a more principled alternative, one that doesn’t rely on hand-engineering rules for every regime the market might produce.