Three firms, Zyphra, Cohere, and Poolside, are releasing model artifacts to gain developer mindshare. These releases vary from full weights to limited datasets. The move reflects a strategic shift toward open-source visibility over closed-door development. Researchers can now benchmark these specific architectures against proprietary baselines to verify performance claims.