---
title: "Discussion on \"Building Robust LLM Chatbots: A Practical Guide to RAG and LoRA\" | Hashnode"
description: "Discussion on \"Building Robust LLM Chatbots: A Practical Guide to RAG and LoRA\". My Journey into the LLM :\nThis isn't just a generic tech blog. This is my unfiltered account: the technical hurdles, the specific design choices, and the satisfying breakthroughs of building a functional, intelligent chatbot from the ground up.\nYou k..."
url: "https://hashnode.com/posts/building-robust-llm-chatbots-a-practical-guide-to-rag-and-lora/689233fbfbc03431e2f2a17f"
---

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# [Building Robust LLM Chatbots: A Practical Guide to RAG and LoRA](https://purnimaeternalblog.dev/building-robust-llm-chatbots-a-practical-guide-to-rag-and-lora?utm_source=hashnode&utm_medium=feed)

My Journey into the LLM : This isn't just a generic tech blog. This is my unfiltered account: the technical hurdles, the specific design choices, and the satisfying breakthroughs of building a functional, intelligent chatbot from the ground up. You k...

Aug 5, 2025 · 5 min read · purnimaeternalblog.dev  
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-   [#machine-learning](https://hashnode.com/tag/machine-learning)
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-   [#chatbot](https://hashnode.com/tag/chatbot)

## Written by

[Poornima thakur](https://hashnode.com/@purnimathakur)

@purnimathakur · India

  
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"Turning Thoughts into Tangible Tales"

Welcome to my corner.! I am Purnima Thakur .This blog is my little haven where I share my thoughts, experiences, and insights . Whether you're a fellow enthusiast, a curious mind, or someone seeking inspiration, I hope you find something meaningful in the words I weave.

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