Sound-powered fireplace safety startup will get $15M to snuff out fires earlier than they flip catastrophic

For over a century, fireplace safety has been restricted to water and chemical substances. And whereas they’ll stop catastrophic fires, the cleanup payments will be vital. However possibly not for lengthy. Sonic Fire Tech is testing a sound-powered fireplace safety system, which it says snuffs out fires inside seconds whereas additionally sparing properties from messy…

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ByteDance Seed and Tsinghua AIR Introduces CUDA Agent: A Large-Scale Agentic RL System for CUDA Kernel Generation

ByteDance Seed and Tsinghua AIR have released CUDA Agent, an agentic reinforcement learning system that trains a large language model to write GPU kernels that beat a compiler. The gap it targets is narrow but stubborn: frontier models already produce correct CUDA, they just produce slow CUDA. On KernelBench, the base model Seed1.6 passes 74.0%…

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