updated project files

README.md

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 # 📑 LearnFlow Agent
 
 ### Your Smart Educational Guide for Personalized Learning Paths 🧠📚
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 ## 🎯 What is LearnFlow Agent?
 
 **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:
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 * 🎓 **Creating Personalized Learning Plans**
   Customized to match your educational background and interests.
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 * 🧭 **Clarifying Why It Matters**
   Get a clear reason behind every suggested topic and how it helps *you*.
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 * 📚 **Recommending Actionable Resources**
   Handpicked beginner-friendly content like courses, videos, and books.
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 * 🧩 **Ensuring You Understand**
   Test yourself with grasp-check questions based on your learning path.
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 ## 🔑 What You Get
 
 ### 🗺️ **Personalized Study Workflow**
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 Generates a structured roadmap (`study_workflow`) with 3–5 main topics and their subtopics, progressing from beginner ➝ advanced.
 
 ### 🧠 **Meaningful Reasoning + Outcomes**
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 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**
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 Includes 2–3 handpicked materials (YouTube, MOOCs, docs) to help you get started confidently.
 
 ### ❓ **Grasp Check Questions**
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 Provides 5–10 custom questions to assess your comprehension along the way.
 
 ### 📊 **Visual Mermaid Diagram**
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 Automatically turns your learning roadmap into an interactive diagram for visual learners.
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 ## 🔌 Integrations & Stack
 
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 ## 🔁 How It Works
 
 ### 1️⃣ User Input
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 You enter your **age**, **background**, and **interests** via a friendly Gradio form.
 
 ### 2️⃣ Study Plan Generation
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 A powerful LLM processes your input and returns:
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 * A detailed **study\_workflow**
 * A tailored **reason** and **expected outcome**
 * Curated **resources**
 
 ### 3️⃣ Visual Diagram
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 The study plan is rendered as a clean **Mermaid diagram** to help you visualize your learning journey.
 
 ### 4️⃣ Feedback Loop
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 Want changes? Provide feedback and get an updated plan instantly.
 
 ### 5️⃣ Resources & Comprehension
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 Alongside your study path, receive:
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 * 📚 Beginner resources
 * ❓ Smart grasp-check questions to reinforce your learning
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 ## 💡 Example Outputs
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 * 📖 **Study Workflow:** `"Python Basics ➝ NumPy ➝ Pandas ➝ Visualization"`
 * 💬 **Reason:** “This path introduces you to practical tools for data analysis using your interest in numbers.”
 * 🎯 **Outcome:** “By the end, you'll be able to clean, analyze, and visualize real datasets using Python.”
 * 📘 **Resources:** CS50, freeCodeCamp, Kaggle
 * ✅ **Questions:** What is a DataFrame? What does `axis=1` mean in Pandas?
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 ## 👤 Who Is This For?
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 Whether you're:
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 * A **student** exploring tech,
 * A **career switcher** entering data or programming,
 * A **hobbyist** wanting structure in your learning journey…
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 **LearnFlow Agent** is here to guide you with confidence and clarity. 🌟
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 ## 🧪 Future Features (Coming Soon!)
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 * 🌍 Multi-language support
 * 🧑‍🏫 Tutor Mode with progress tracking
 * 🔗 Resource bookmark sync
 * 🧠 AI-powered concept explanation on hover
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 ## 🛠️ Tech Stack
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 * `Python` + `Gradio` + `Pydantic`
-* `OpenAI / Meta LLMs`
+* `OpenAI` + `SambaNova`
 * `MermaidJS` for diagrams
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 ## 📎 License
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 MIT License
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 ## 🙌 Contribute
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 Have ideas? Found a bug? PRs and feedback are welcome. Let's build better learning tools together. 🤝
 
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