A software engineer describes using LLMs to help rebuild a high-performance distance matrix service for vehicle routing problems, requiring computation of one million routes in under 100 milliseconds. After previous unsuccessful attempts with LLMs, systematic experimentation in early 2026 proved effective, completing the project in 3 weeks with €1200 in tokens.