---
title: "Discussion on \"94% of Developers Waste Tokens on Reasoning LLMs. Here's Why.\" | Hashnode"
description: "Discussion on \"94% of Developers Waste Tokens on Reasoning LLMs. Here's Why.\". Why Your AI Keeps Wandering: The Hidden Truth About Reasoning LLMs\n\nThe Wandering Problem: When AI Takes the Scenic Route\n\nWhat 'Solution Exploration' Really Means\nHere's what nobody tells you about the latest reasoning models: they don't solve probl..."
url: "https://hashnode.com/posts/94-of-developers-waste-tokens-on-reasoning-llms-heres-why/68e89ec14b49ed7362a15080"
---

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# [94% of Developers Waste Tokens on Reasoning LLMs. Here's Why.](https://klementgunndu.hashnode.dev/94-of-developers-waste-tokens-on-reasoning-llms-heres-why?utm_source=hashnode&utm_medium=feed)

Why Your AI Keeps Wandering: The Hidden Truth About Reasoning LLMs The Wandering Problem: When AI Takes the Scenic Route What 'Solution Exploration' Really Means Here's what nobody tells you about the latest reasoning models: they don't solve probl...

Oct 10, 2025 · 5 min read · klementgunndu.hashnode.dev  
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## Written by

[klement gunndu](https://hashnode.com/@klementGunndu)

@klementGunndu · Denver , CO

  
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Gen AI Engineer

AI Engineer building autonomous systems with Agentic AI, RAG, and LLMs. Sharing practical insights on multimodal AI and real-world use cases. Passionate about AI agents, retrieval-augmented generation, and production LLM systems. Writing about what works in real-world AI applications.

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