⚡️ 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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Architecture
Mamba-3B-SlimPJ: State-space models rivaling the best Transformer architecture

    Tri Dao, Albert Gu

    Architecture
    Paving the way to efficient architectures: StripedHyena-7B, open source models offering a glimpse into a world beyond Transformers

      Together

      Kernels
      FlashFFTConv: Efficient Convolutions for Long Sequences with Tensor Cores

        Dan Fu, Hermann Kumbong, Eric Nguyen, Chris Ré

        Inference
        RedPajama-Data-v2: An open dataset with 30 trillion tokens for training large language models

          Together

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