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Da 1250/fix tutorials titles (#109)
* DA-1250 fix: title-1 * DA-1250 fix: title-2
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capella-model-services/langchain/query_based/RAG_with_Capella_Model_Services_and_LangChain.ipynb

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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Introduction\n",
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"## Introduction\n",
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"In this guide, we will walk you through building a Retrieval Augmented Generation (RAG) application using Couchbase Capella as the database, [Mistral-7B-Instruct-v0.3](https://build.nvidia.com/mistralai/mistral-7b-instruct-v03/modelcard) model as the large language model provided by Capella Model Services. We will use the [NVIDIA NeMo Retriever Llama3.2](https://build.nvidia.com/nvidia/llama-3_2-nv-embedqa-1b-v2/modelcard) model for generating embeddings via Capella Model Services.\n",
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"\n",
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"This notebook demonstrates how to build a RAG system using:\n",

smolagents/query_based/RAG_with_Couchbase_SmolAgents.ipynb

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"vector_store.create_index(index_type=IndexType.BHIVE, index_name=\"smolagents_bhive_index\", index_description=\"IVF,SQ8\")"
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"cell_type": "code",
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"\n",
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"- 🛠️ Tool-agnostic: you can use tools from LangChain, Anthropic's MCP, you can even use a Hub Space as a tool.\n",
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"\n",
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"# Building a RAG Agent using smolagents\n",
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"## Building a RAG Agent using smolagents\n",
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"\n",
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"smolagents allows users to define their own tools for the agent to use. These tools can be of two types:\n",
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"1. Tools defined as classes: These tools are subclassed from the `Tool` class and must override the `forward` method, which is called when the tool is used.\n",

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