{"slug": "data-driven-dynamic-algorithm-dispatch-with-large-language-models", "title": "Data-Driven Dynamic Algorithm Dispatch with Large Language Models", "summary": "Researchers from MIT and DARPA introduced an LLM-driven approach that generates dynamic algorithmic dispatch heuristics for high-performance linear algebra, using LLaMA 3 and a curated performance database to synthesize selection heuristics. In a case study on LU factorization, the model replicated expert-designed strategies, demonstrating the potential of LLMs for algorithmic discovery and adaptive software development.", "body_md": "# Data-Driven Dynamic Algorithm Dispatch with Large Language Models\n\nBy Rushil Shah, Emmanuel Lujan, Rabab Alomairy, Alan EdelmanSource:\n\n[arXiv cs.AI](https://arxiv.org/list/cs.AI/recent)arXiv:2608.21584v1 Announce Type: new\nAbstract: We introduce a\n\n[large language model](/glossary/large-language-model)([LLM](/glossary/llm))-driven approach for generating dynamic algorithmic dispatch heuristics in high-performance linear algebra. By combining[prompt engineering](/glossary/prompt-engineering)with[LLaMA](/glossary/llama)3 and a curated performance database, the model learns to synthesize selection heuristics that exploit structural patterns to identify fast algorithmic choices. A case study on LU factorization demonstrates the model's ability to replicate expert-designed strategies. This work, developed as part of the DARPA-MIT SmartSolve project, highlights the promise of LLMs for algorithmic discovery and the development of more adaptive, fast linear algebra software.Get AI news in your inbox\n\nDaily digest of what matters in AI.", "url": "https://wpnews.pro/news/data-driven-dynamic-algorithm-dispatch-with-large-language-models", "canonical_source": "https://www.machinebrief.com/news/data-driven-dynamic-algorithm-dispatch-with-large-language-m-1vkc", "published_at": "2026-08-25 04:00:00+00:00", "updated_at": "2026-08-25 05:13:49.521300+00:00", "lang": "en", "topics": ["large-language-models", "artificial-intelligence", "ai-research"], "entities": ["MIT", "DARPA", "LLaMA 3", "Rushil Shah", "Emmanuel Lujan", "Rabab Alomairy", "Alan Edelman"], "alternates": {"html": "https://wpnews.pro/news/data-driven-dynamic-algorithm-dispatch-with-large-language-models", "markdown": "https://wpnews.pro/news/data-driven-dynamic-algorithm-dispatch-with-large-language-models.md", "text": "https://wpnews.pro/news/data-driven-dynamic-algorithm-dispatch-with-large-language-models.txt", "jsonld": "https://wpnews.pro/news/data-driven-dynamic-algorithm-dispatch-with-large-language-models.jsonld"}}