Update README.md

README.md

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 pinned: true
 license: mit
 short_description: Imagine having a smart educational guide right at your side.
-tags: [agent-demo-track]
+tags: [agent-demo-track, sambanova]
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-![LearnFlow Banner](https://github.com/subham73/LearnFlow/blob/main/assets/Slide2.JPG)
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+![LearnFlow Banner](https://raw.githubusercontent.com/subham73/LearnFlow/main/assets/Slide2.JPG)
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 ## 🎥 [Watch the LearnFlow Usecase Video](https://youtu.be/2UTir0MX0kU)
 
 # 📑 LearnFlow Agent
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 **LearnFlow Agent** is an intelligent, conversational tool that helps you figure out *what to learn next* — tailored precisely to your **age**, **background**, and **interests**.
 Powered by advanced language models and a sleek Gradio interface, it delivers a **personalized study roadmap**, helpful explanations, beginner resources, and even custom questions to test your understanding.
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 ## 🚀 Key Objectives
 
 LearnFlow Agent is built to **empower learners** by:
@@ -35,13 +37,12 @@ LearnFlow Agent is built to **empower learners** by:
   Handpicked beginner-friendly content like courses, videos, and books.
 * 🧩 **Ensuring You Understand**
   Test yourself with grasp-check questions based on your learning path.
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 ## 🔑 What You Get
 ### 🗺️ **Personalized Study Workflow**
 Generates a structured roadmap (`study_workflow`) with 3–5 main topics and their subtopics, progressing from beginner ➝ advanced.
 ### 🧠 **Meaningful Reasoning + Outcomes**
 Clearly explains:
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 * Why this learning path fits *you*
 * What you’ll be able to do after completing it
 ### 📘 **Beginner-Friendly Resources**
@@ -50,7 +51,7 @@ Includes 2–3 handpicked materials (YouTube, MOOCs, docs) to help you get start
 Provides 5–10 custom questions to assess your comprehension along the way.
 ### 📊 **Visual Mermaid Diagram**
 Automatically turns your learning roadmap into an interactive diagram for visual learners.
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 ## 🔌 Integrations & Stack
 
 | Component                  | Description                                                             |
@@ -60,7 +61,6 @@ Automatically turns your learning roadmap into an interactive diagram for visual
 | 💡 **Gradio Interface**    | Simple, modern UI for input/output, diagrams, and feedback              |
 | 📈 **MermaidJS**           | Converts study workflows into clear visual diagrams                     |
 
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 ## 🔁 How It Works
 
@@ -100,27 +100,20 @@ Whether you're:
 * A **hobbyist** wanting structure in your learning journey…
 
 **LearnFlow Agent** is here to guide you with confidence and clarity. 🌟
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 ## 🧪 Future Features (Coming Soon!)
 * 🌍 Multi-language support
 * 🧑‍🏫 Tutor Mode with progress tracking
 * 🔗 Resource bookmark sync
 * 🧠 AI-powered concept explanation on hover
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 ## 🛠️ Tech Stack
 * `Python` + `Gradio` + `Pydantic`
 * `OpenAI` + `SambaNova`
 * `MermaidJS` for diagrams
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 ## 📎 License
 MIT License
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 ## 🙌 Contribute
 Have ideas? Found a bug? PRs and feedback are welcome. Let's build better learning tools together. 🤝
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-tags: 
-    - sambanova   
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