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Cartesia Ships Sonic-3.6: A Streaming TTS Model That Now Leads Both Artificial Analysis Speech Arenas — 2026-08-18

## Short Segments ByteDance Seed and Tsinghua AIR have unveiled CUDA Agent, a reinforcement learning system that optimizes GPU kernel generation. This system trains a large language model to write faster CUDA kernels, outperforming traditional compilers. On the KernelBench benchmark, CUDA Agent achieves a 98.8% pass rate and a 96.8% success rate in generating faster kernels than the torch.compile method. While the trained agent isn't publicly available, the system's components, such as the CUDA-Agent-Ops-6K dataset, are accessible for mid-size teams to integrate into their workflows. This…

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