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Arizona State University
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LLM-generated GPU kernels may appear correct under conventional benchmarks, but a more rigorous testing method reveals hidden transcription errors that could lead to significant performance issues.
Autonomous coding agents can achieve a staggering 300% increase in useful throughput while eliminating redundant work entirely by using a decentralized coordination substrate.
