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title: "#promptengineering-ai-llm-machinelearning-zeroshot-fewshot-systemprompts-chainofthought articles | Hashnode"
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# #promptengineering-ai-llm-machinelearning-zeroshot-fewshot-systemprompts-chainofthought

2 posts · 0 followers

[Apoorv](https://hashnode.com/@apoorv654123) · [Aug 15, 2025](https://hashnode.com/posts/chain-of-thought-in-action-building-reasoning-on-top-of-non-thinking-models/689f2a0f4ac7f691eb7e1f90)

### [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

5 min read · [apoorv654123.hashnode.dev](https://apoorv654123.hashnode.dev/chain-of-thought-in-action-building-reasoning-on-top-of-non-thinking-models?utm_source=hashnode&utm_medium=feed)

[Ankush Rajput](https://hashnode.com/@ankushsingh8416) · [Aug 14, 2025](https://hashnode.com/posts/mastering-the-conversation-how-system-prompts-and-prompting-techniques-shape-ai/689defc998ab13ba8804d46c)

### [Mastering the Conversation: How System Prompts and Prompting Techniques Shape AI](https://systemprompt.hashnode.dev/mastering-the-conversation-how-system-prompts-and-prompting-techniques-shape-ai?utm_source=hashnode&utm_medium=feed)

A system prompt is a set of instructions given to a large language model (LLM) that defines its persona, behavior, and constraints for a specific task.1 Think of it as a rulebook that tells the LLM how to act, what information to prioritize, and what...

4 min read · [systemprompt.hashnode.dev](https://systemprompt.hashnode.dev/mastering-the-conversation-how-system-prompts-and-prompting-techniques-shape-ai?utm_source=hashnode&utm_medium=feed)