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AccelOpt: A Self-Improving LLM Agentic System for AI Accelerator Kernel Optimization

Hugging Face Daily Papers · 2026-04-15 Cached

AccelOpt is a self-improving LLM agentic system that autonomously optimizes AI accelerator kernels through iterative generation and optimization memory, achieving 49-61% peak throughput improvements on AWS Trainium while being 26x cheaper than Claude Sonnet 4.

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