⚡️ FlashAttention-4: up to 1.3× faster than cuDNN on NVIDIA Blackwell →

Introducing Together AI's new look →

🔎 ATLAS: runtime-learning accelerators delivering up to 4x faster LLM inference →

⚡ Together GPU Clusters: self-service NVIDIA GPUs, now generally available →

📦 Batch Inference API: Process billions of tokens at 50% lower cost for most models →

🪛 Fine-Tuning Platform Upgrades: Larger Models, Longer Contexts →

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Model Shaping
Long Context Fine-Tuning: A Technical Deep Dive

    George Grigorev, Zain Hasan, Max Ryabinin

    together.ai Long Context Fine-Tuning: A Technical Deep Dive on dark background with blue dots.
    Model Shaping
    Fine-Tuning LLMs for Multi-Turn Conversations: A Technical Deep Dive

      Artem Chumachenko, Zain Hasan, Max Ryabinin

      Inference
      Even Better, Even Faster Quantized LLMs with QTIP

        Albert Tseng, Qingyao Sun, David Hou, Chris De Sa

        Architecture
        Linearizing LLMs with LoLCATs

          Michael Zhang, Simran Arora, Rahul Chalamala, Alan Wu, Benjamin Spector, Aaryan Singhal, Krithik Ramesh, Christopher Ré

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