Together AI aims to democratize AI development by building an open, independent, and decentralized platform for model training and inference. Moving beyond the limitations of hyperscalers, the company utilizes a disaggregated cloud of AI supercomputers to provide efficient, accessible infrastructure. Central to this mission is the Red Pajama project, which offers open-source datasets and modular quality-filtering tools to improve model performance. By jointly optimizing algorithms, hardware, and data, the company addresses the diminishing returns of current transformer architectures. Significant research efforts are dedicated to state-space models and hybrid architectures, which promise greater efficiency and long-context capabilities. This full-stack approach, combined with a commitment to open-source transparency, seeks to empower developers to build custom models without the high capital barriers typically associated with frontier model labs.
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