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Writing Rust code that's faster than state-of-the-art libraries by asking agents to make the code faster

The author demonstrates that modern agentic LLMs can iteratively optimize Rust code to outperform state-of-the-art libraries, achieving 2x-20x speedups depending on the domain. This follows up on a 2025 hypothesis about LLMs writing better code through iterative prompts, now confirmed with rigorous testing using models like Opus 4.5.

Background

Agentic coding has emerged as a significant trend in 2025-2026, with models like Claude and Opus becoming capable of multi-step coding tasks. Performance optimization remains a less commonly addressed capability in LLM-generated code.

Source
Lobsters
Published
Sep 23, 2026 at 01:03 AM
Score
7.0 / 10