DoAtlas-1 introduces causal compilation to convert medical evidence into executable causal estimands, achieving 98.5% canonicalization accuracy and 80.5% query executability across 1,445 effect kernels.
NeuroDoc introduces a rulebook-guided task specification layer that standardizes EEG benchmarks into 53 reviewed entries with 245 executable task definitions across four model backbones.