Docs Update (#2591)

docs/examples/ai_companion.mdx

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 title: AI Companion
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+<Snippet file="paper-release.mdx" />
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 You can create a personalised AI Companion using Mem0. This guide will walk you through the necessary steps and provide the complete code to get you started.
 
 ## Overview

docs/examples/ai_companion_js.mdx

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 title: AI Companion in Node.js
 ---
 
+<Snippet file="paper-release.mdx" />
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 You can create a personalised AI Companion using Mem0. This guide will walk you through the necessary steps and provide the complete code to get you started.
 
 ## Overview

docs/examples/chrome-extension.mdx

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 # Mem0 Chrome Extension
 
+<Snippet file="paper-release.mdx" />
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 Enhance your AI interactions with **Mem0**, a Chrome extension that introduces a universal memory layer across platforms like `ChatGPT`, `Claude`, and `Perplexity`. Mem0 ensures seamless context sharing, making your AI experiences more personalized and efficient.
 
 <Note>

docs/examples/customer-support-agent.mdx

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 title: Customer Support AI Agent
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+<Snippet file="paper-release.mdx" />
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 You can create a personalized Customer Support AI Agent using Mem0. This guide will walk you through the necessary steps and provide the complete code to get you started.
 
 ## Overview

docs/examples/document-writing.mdx

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 title: Document Editing with Mem0
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+<Snippet file="paper-release.mdx" />
 
 This guide demonstrates how to leverage **Mem0** to edit documents efficiently, ensuring they align with your unique writing style and preferences.
 

docs/examples/email_processing.mdx

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 title: Email Processing with Mem0
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+<Snippet file="paper-release.mdx" />
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 This guide demonstrates how to build an intelligent email processing system using Mem0's memory capabilities. You'll learn how to store, categorize, retrieve, and analyze emails to create a smart email management solution.
 
 ## Overview

docs/examples/llama-index-mem0.mdx

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 title: LlamaIndex ReAct Agent
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+<Snippet file="paper-release.mdx" />
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 Create a ReAct Agent with LlamaIndex which uses Mem0 as the memory store.
 
 ### Overview

docs/examples/mem0-agentic-tool.mdx

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 title: Mem0 as an Agentic Tool
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+<Snippet file="paper-release.mdx" />
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 Integrate Mem0's memory capabilities with OpenAI's Agents SDK to create AI agents with persistent memory.
 You can create agents that remember past conversations and use that context to provide better responses.
 

docs/examples/mem0-demo.mdx

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 title: Mem0 Demo
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+
+<Snippet file="paper-release.mdx" />
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 You can create a personalized AI Companion using Mem0. This guide will walk you through the necessary steps and provide the complete setup instructions to get you started.
 
 <video

docs/examples/mem0-mastra.mdx

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 title: Mem0 with Mastra
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+<Snippet file="paper-release.mdx" />
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 In this example you'll learn how to use the Mem0 to add long-term memory capabilities to [Mastra's agent](https://mastra.ai/) via tool-use.
 This memory integration can work alongside Mastra's [agent memory features](https://mastra.ai/docs/agents/01-agent-memory).
 

docs/examples/mem0-openai-voice-demo.mdx

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 description: 'Integrate memory capabilities into your voice agents using Mem0 and OpenAI Agents SDK'
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+<Snippet file="paper-release.mdx" />
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 # Building Voice Agents with Memory using Mem0 and OpenAI Agents SDK
 
 This guide demonstrates how to combine OpenAI's Agents SDK for voice applications with Mem0's memory capabilities to create a voice assistant that remembers user preferences and past interactions.

docs/examples/mem0-with-ollama.mdx

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 title: Mem0 with Ollama
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+<Snippet file="paper-release.mdx" />
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 ## Running Mem0 Locally with Ollama
 
 Mem0 can be utilized entirely locally by leveraging Ollama for both the embedding model and the language model (LLM). This guide will walk you through the necessary steps and provide the complete code to get you started.

docs/examples/multimodal-demo.mdx

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 title: Multimodal Demo with Mem0
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+<Snippet file="paper-release.mdx" />
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 Enhance your AI interactions with **Mem0**'s multimodal capabilities. Mem0 now supports image understanding, allowing for richer context and more natural interactions across supported AI platforms.
 
 > 🎉 Experience the power of multimodal AI! Test out Mem0's image understanding capabilities at [multimodal-demo.mem0.ai](https://multimodal-demo.mem0.ai)

docs/examples/openai-inbuilt-tools.mdx

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 title: OpenAI Inbuilt Tools
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+<Snippet file="paper-release.mdx" />
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 Integrate Mem0’s memory capabilities with OpenAI’s Inbuilt Tools to create AI agents with persistent memory.
 
 ## Getting Started

docs/examples/personal-ai-tutor.mdx

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 title: Personalized AI Tutor
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+<Snippet file="paper-release.mdx" />
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 You can create a personalized AI Tutor using Mem0. This guide will walk you through the necessary steps and provide the complete code to get you started.
 
 ## Overview

docs/examples/personal-travel-assistant.mdx

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 title: Personal AI Travel Assistant
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+
+<Snippet file="paper-release.mdx" />
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 Create a personalized AI Travel Assistant using Mem0. This guide provides step-by-step instructions and the complete code to get you started.
 
 ## Overview

docs/examples/personalized-deep-research.mdx

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 title: Personalized Deep Research
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+<Snippet file="paper-release.mdx" />
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 Deep Research is an intelligent agent that synthesizes large amounts of online data and completes complex research tasks, customized to your unique preferences and insights. Built on Mem0's technology, it enhances AI-driven online exploration with personalized memories.
 
 ## Overview

docs/examples/youtube-assistant.mdx

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 title: YouTube Assistant Extension
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+<Snippet file="paper-release.mdx" />
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 Enhance your YouTube experience with Mem0's **YouTube Assistant**, a Chrome extension that brings AI-powered chat directly to your YouTube videos. Get instant, personalized answers about video content while leveraging your own knowledge and memories - all without leaving the page.
 
 ## Features