Companies like Zyphra, Cohere, and Poolside are releasing more open-source artifacts to drive adoption. These contributions focus on model weights and training data rather than full-stack platforms. This trend shifts the competitive edge toward proprietary fine-tuning. Researchers now have more diverse baselines to test against for specialized domain performance.