Three labs, Zyphra, Cohere, and Poolside, recently released new open-weights models and datasets. These contributions expand the available toolkit for researchers focusing on specialized model architectures. The trend reflects a strategic shift toward open-sourcing specific components to gain developer mindshare. Practitioners now have more diverse baselines for fine-tuning experiments.