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AdaExplore: Failure-Driven Adaptation and Diversity-Preserving Search for Efficient Kernel Generation

arXiv cs.CL · 2026-04-21 Cached

Researchers from Carnegie Mellon, University of Washington, and Arm propose AdaExplore, an LLM agent framework for GPU kernel code generation that achieves 3.12× and 1.72× speedups on KernelBench Level-2 and Level-3 benchmarks through failure-driven adaptation and diversity-preserving search, without additional fine-tuning.

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#self-improvement

@AYi_AInotes: This week’s rumored GPT-5.5 could be humanity’s closest shot at AGI yet. OpenAI co-founder & president Greg Brockman—internal “builder-in-chief”—just gave an interview that’s downright chilling…

X AI KOLs Timeline · 2026-04-21 Cached

The post cites Greg Brockman saying OpenAI may drop GPT-5.5 this week, calling it our nearest brush with AGI so far, and hinting the model’s self-reinforcing flywheel is already spinning and can’t be stopped.

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