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PyTorch models may soon get their GPU kernels written by an LLM agent loopāif RightNow AIās AutoKernel delivers on its 1.8x speedup claims without hallucinating CUDA syntax.
Autonomous LLM agents have graduated from passive chatbots to proactive systems executing complex tasks with high-level privileges ā but that power carries a security price researchers are only beginning to tally.
OpenHandsā new paper distills LLM execution logs into verifiable behavior treesāa rare case of safety designed *before* the demo.