Together.ai Unveils ATLAS, Boosting LLM Inference Speed to 500 TPS

Together.ai has launched ATLAS, an adaptive-learning system that revolutionizes large language model (LLM) inference. The technology achieves 500 transactions per second on DeepSeek-V3.1—a fourfold speed increase over baseline performance—without manual tuning.

ATLAS's runtime-learning accelerators continuously optimize performance based on workload patterns. This self-improving capability eliminates frequent manual adjustments while maintaining peak efficiency. The breakthrough could redefine scalability standards for AI infrastructure.

The system's workload adaptation mirrors evolutionary algorithms in nature, where persistent usage enhances rather than degrades performance. Such innovations may accelerate enterprise adoption of LLMs by addressing critical latency barriers.