---
title: "Discussion on \"Chain-of-Thought in Action: Building Reasoning on Top of Non-Thinking Models\" | Hashnode"
description: "Discussion on \"Chain-of-Thought in Action: Building Reasoning on Top of Non-Thinking Models\". Enhance AI models' reasoning with Chain-of-Thought prompting, showing steps for better accuracy in math, logic, and multi-step tasks"
url: "https://hashnode.com/posts/chain-of-thought-in-action-building-reasoning-on-top-of-non-thinking-models/689f2a0f4ac7f691eb7e1f90"
---

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# [Chain-of-Thought in Action: Building Reasoning on Top of Non-Thinking Models](https://apoorv654123.hashnode.dev/chain-of-thought-in-action-building-reasoning-on-top-of-non-thinking-models?utm_source=hashnode&utm_medium=feed)

Enhance AI models' reasoning with Chain-of-Thought prompting, showing steps for better accuracy in math, logic, and multi-step tasks

Aug 15, 2025 · 5 min read · apoorv654123.hashnode.dev  
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-   [#chain-of-thought](https://hashnode.com/tag/chain-of-thought)
-   [#chain-of-thoughts-cot-prompting](https://hashnode.com/tag/chain-of-thoughts-cot-prompting)
-   [#chainofthoughts](https://hashnode.com/tag/chainofthoughts)
-   [#ai-chatbots-promptengineering-chainofthought-openai-systemprompts-python](https://hashnode.com/tag/ai-chatbots-promptengineering-chainofthought-openai-systemprompts-python)
-   [#chain-of-thought-reasoning](https://hashnode.com/tag/chain-of-thought-reasoning)
-   [#chaicode-chaiandcode-genai-gratitude-learningjourney-aiprompting-promptengineering-chainofthought-zeroshotlearning-fewshotlearning-selfconsistency-openai-llama-chatgpt-chatml-promptstyles-alpaca-instformat-personabasedprompting-rolebasedprompting-aitutorials-gpttechniques-aiexamples-promptwritingguide-aicontentcreation](https://hashnode.com/tag/chaicode-chaiandcode-genai-gratitude-learningjourney-aiprompting-promptengineering-chainofthought-zeroshotlearning-fewshotlearning-selfconsistency-openai-llama-chatgpt-chatml-promptstyles-alpaca-instformat-personabasedprompting-rolebasedprompting-aitutorials-gpttechniques-aiexamples-promptwritingguide-aicontentcreation)
-   [#promptengineering-ai-llm-machinelearning-zeroshot-fewshot-systemprompts-chainofthought](https://hashnode.com/tag/promptengineering-ai-llm-machinelearning-zeroshot-fewshot-systemprompts-chainofthought)
-   [#aimodels](https://hashnode.com/tag/aimodels)
-   [#aimodeltraining](https://hashnode.com/tag/aimodeltraining)
-   [#reasoning-model](https://hashnode.com/tag/reasoning-model)

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