---
title: "Discussion on \"From Shortest Path to Smartest Path: How Using LLMs and Agentic Systems to Rethink Route Optimization\" | Hashnode"
description: "Discussion on \"From Shortest Path to Smartest Path: How Using LLMs and Agentic Systems to Rethink Route Optimization\". From Shortest Path to Smartest Path: How Using LLMs and Agentic Systems to Rethink Route Optimization"
url: "https://hashnode.com/posts/from-shortest-path-to-smartest-path-how-using-llms-and-agentic-systems-to-rethink-route-optimization/68a699d9d4866fd97c348063"
---

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# [From Shortest Path to Smartest Path: How Using LLMs and Agentic Systems to Rethink Route Optimization](https://winneremeto.hashnode.dev/from-shortest-path-to-smartest-path-how-using-llms-and-agentic-systems-to-rethink-route-optimization?utm_source=hashnode&utm_medium=feed)

From Shortest Path to Smartest Path: How Using LLMs and Agentic Systems to Rethink Route Optimization

Aug 21, 2025 · 6 min read · winneremeto.hashnode.dev  
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-   [#langchain-tools](https://hashnode.com/tag/langchain-tools)
-   [#llm](https://hashnode.com/tag/llm)
-   [#logistics](https://hashnode.com/tag/logistics)
-   [#optimization](https://hashnode.com/tag/optimization)
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-   [#route-optimization](https://hashnode.com/tag/route-optimization)
-   [#langchain](https://hashnode.com/tag/langchain)

## Written by

[Winner Emeto](https://hashnode.com/@emetowinner)

@emetowinner · Canada

  
[View profile](https://hashnode.com/@emetowinner)

AI Engineer | Data Science | | Developer | Tech Sales

Building and deploying different bespoke AI use cases one code at a time.

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