Research blog

Agents

ThunderAgent: 2x Faster Agentic Inference for Synthetic Data Generation at Scale

A program-level scheduler that eliminates KV cache thrashing, delivering more than 2x single-node throughput and near-linear multi-node scaling for large-scale agentic inference.

Hao Kang, Ziyang Li, Weili Xu, Xinyu Yang, Yinfang Chen, Junxiong Wang, Beidi Chen, Tushar Krishna, Chenfeng Xu, Simran Arora.

Together AI at ICML 2026: frontier research across the full stack

Nine papers from Together AI and our peers were accepted to ICML 2026 in Seoul. If you are attending come by booth B714. We’d love to connect.

Together Research

Kernels

ParallelKernelBench: Frontier LLMs can't write fast multi-GPU kernels (yet)

The best frontier model solves under a third of 87 real-world problems — but a few generated kernels beat anything publicly available.

Willy Chan, Nathan Paek, Simon Guo, Simran Arora, Daniel Y. Fu

Agents

Violin: An open-source video translation skill that breaks language barriers

Shang Zhu, Kevin Qinghong Lin (Oxford), James Zou

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