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01 ·Training & Alignment·★ MEMBER·PAPER·11 min read Building a Dataset in Practice — Collect, Clean, Blend Most of the work in building a model is really the work of building its dataset. From designing the population you sample from, to calibrating filter thresholds, measuring leakage into your test set, converting mixture ratios into epochs, using synthetic data where it belongs, and writing annotation guidelines that actually hold — explained from zero, with the formulas and the procedures.