BioStack Platforms builds simulation environments and data pipelines for training healthcare AI models. The company transforms real patient records into ML-ready training environments, letting AI models practice clinical decision-making against longitudinal data including notes, labs, imaging, and outcomes. It describes its offering as the full post-training stack for healthcare: clinical data, simulation environments, evals, and reward functions. BioStack is part of Y Combinator's Spring 2026 batch.