The original headline is: "How Together AI Uses NVIDIA's Full Stack to Deliver AI Responses in Under 100ms"

Short summary

Together AI leverages NVIDIA's full stack—CUDA, TensorRT-LLM, and Blackwell GPUs—to deliver AI inference responses in under 100ms with industry-leading low token costs. Their megakernel optimization fits entire models into single CUDA kernels, while the ATLAS adaptive learning system dynamically optimizes for changing traffic patterns. The partnership with Cursor demonstrates real-world impact of these optimizations on responsive AI-powered code generation and voice agents.

• •Together AI achieves sub-100ms inference latency using NVIDIA CUDA, TensorRT-LLM, and Blackwell GPU architecture
• •ATLAS speculator system dynamically adapts models to traffic patterns, optimizing both latency and token costs
• •Production partnership with Cursor shows real-world impact on responsive AI-powered code generation

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