📘 StudyMate AI – Personalized Learning Assistant

StudyMate AI is a full-stack, intelligent study assistant that empowers students to interact with their study materials, ask questions, and receive real-time, context-aware help powered by advanced LLMs.

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🚀 Key Features

• Customizable Prompts:
  Define assistant behavior with a system prompt and interact naturally via user prompts.

• LLM Tuning:
  Adjust temperature, top-p, and max tokens for tailored responses.

• Structured Output:
  Receive summaries, comparisons, and explanations in bullet points, tables, or JSON.

• Function Calling:
  Trigger backend functions for flashcard generation, reminders, and quiz creation.

• Retrieval-Augmented Generation (RAG):
  Leverage a vector database to fetch relevant information from notes, PDFs, or course materials for highly contextual answers.

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🛠️ Tech Stack

• Frontend: React.js, Tailwind CSS
• Backend: Node.js, Express.js
• Database: MongoDB, Vector DB (Pinecone, FAISS, etc.)
• AI Integration: OpenAI / LLM API

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📂 Project Structure

Studymate-AI-Your-Personalized-Learning-Assistant/
├─ backend/
│ ├─ .env.example
│ ├─ package.json
│ └─ src/
│ ├─ server.js
│ ├─ llm.js
│ ├─ routes/
│ │ ├─ chat.js
│ │ └─ rag.js
│ ├─ rag/
│ │ ├─ store.js
│ │ └─ ingest.js
│ ├─ utils/
│ │ └─ similarity.js
│ └─ tools/
│ └─ functions.js
│ └─ test/
│ └─ eval.js
└─ README.md

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⚡ How It Works

1. Upload Notes: Convert notes to vector embeddings and store in the vector DB.
2. Ask Questions: Combine system prompt with RAG-fetched context for structured responses.
3. Trigger Functions: Use commands like generateFlashcards(), setReminder(), or generateQuiz().
4. Display Output: Present results in a clear, structured format for easy understanding.

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🧠 Example JSON Output

{
  "Topic": "Supervised vs Unsupervised Learning",
  "Comparison": [
    {
      "Aspect": "Definition",
      "Supervised": "Learns from labeled data",
      "Unsupervised": "Learns from unlabeled data"
    },
    {
      "Aspect": "Example",
      "Supervised": "Spam detection",
      "Unsupervised": "Customer segmentation"
    }
  ]
}

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Empower your learning with StudyMate AI – your personalized, intelligent study