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Aug 18, 2026

ByteDance and Tsinghua AIR release CUDA Agent for GPU kernel generation

ByteDance Seed and Tsinghua AIR have introduced CUDA Agent, an agentic reinforcement learning system that trains large language models to write GPU kernels capable of outperforming traditional compilers.

Aug 18, 2026·1 source
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May 11, 2026

NVIDIA Releases cuda-oxide: Experimental Rust-to-CUDA Compiler

NVIDIA's research lab released cuda-oxide v0.1.0, a custom Rust compiler backend that compiles GPU kernels directly to PTX through a novel compilation pipeline. The experimental tool enables Rust developers to write CUDA kernels natively.

May 11, 2026·1 source
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Top claims

  • ▪CUDA Agent operates inside a real CUDA development environment featuring profiling, correctness checks, and a permission-locked sandbox
  • ▪On the Level-2 split of KernelBench, CUDA Agent achieved a 100% pass rate and a 2.80× geometric-mean speedup over torch.compile
  • ▪Ablation studies showed that removing the agent loop from CUDA Agent dropped its faster rate versus torch.compile from 96.8% to 14.1%

Subtopics

AI for developers2Compute, chips & AI infrastructure2AI agents1AI research & benchmarks1CUDA1Open-source AI1Reinforcement learning1Rust1

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