#DePIN

The generative AI landscape is shifting from a focus on raw output volume to "operational utility," where reliability, verifiable computation, and high-fidelity data are the primary metrics for enterprise adoption.

Together AI’s milestone of 400 trillion tokens processed signals a critical shift from experimental AI research to high-volume industrial inference using specialized hardware and decentralized infrastructure.