# Data-Driven Dynamic Algorithm Dispatch with Large Language Models

> Source: <https://www.machinebrief.com/news/data-driven-dynamic-algorithm-dispatch-with-large-language-m-1vkc>
> Published: 2026-08-25 04:00:00+00:00

# Data-Driven Dynamic Algorithm Dispatch with Large Language Models

By Rushil Shah, Emmanuel Lujan, Rabab Alomairy, Alan EdelmanSource:

[arXiv cs.AI](https://arxiv.org/list/cs.AI/recent)arXiv:2608.21584v1 Announce Type: new
Abstract: We introduce a

[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

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