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Rebrand project to NexusGraph AI
Browse files- README.md +17 -8
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README.md
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title:
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emoji: 🧠
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# 🧠
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> **High Distinction Project**: An advanced "Agentic" Retrieval-Augmented Generation system that uses Graph Theory (LangGraph), Structural Retrieval (SQL), and Self-Correction to answer complex queries.
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## 🚀 The "Master's Level" Difference
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Unlike basic RAG scripts that just "search and dump," this system acts like a **Consulting Firm**:
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1. **Supervisor Agent**:
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2. **
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4. **
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### 2. 🛡️ Resilience (Circuit Breaker)
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If the Google Gemini API quota is exceeded (`429`), the system catches the error and returns a graceful "System Busy" message instead of crashing (`500`).
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### 3.
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Includes a `tests/` suite:
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* `test_api.py`: Integrations tests for endpoints.
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* `test_rag.py`: Unit tests for retrieval logic.
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###
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Fully containerized for "Run Anywhere" capability.
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title: NexusGraph AI
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emoji: 🧠
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# 🧠 NexusGraph AI
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> **High Distinction Project**: An advanced "Agentic" Retrieval-Augmented Generation system that uses Graph Theory (LangGraph), Structural Retrieval (SQL), and Self-Correction to answer complex queries.
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## 🚀 The "Master's Level" Difference
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Unlike basic RAG scripts that just "search and dump," this system acts like a **Consulting Firm**:
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1. **Supervisor Agent (Hybrid)**: Uses **Gemini 2.5 Flash Lite** (Fast) to decide *which* tool to use (PDF, Web, or SQL).
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2. **Responder Agent (Expert)**: Uses **Gemini 3 Flash Preview** (Smart) to synthesize the final answer.
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3. **Self-Correction**: If the answer is bad, the agent *rewrites the query* and tries again.
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4. **Hybrid Retrieval**: Combines **Unstructured Data** (PDFs) with **Structured Data** (SQL Database).
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5. **Audit System**: calculating Faithfulness and Relevancy scores post-hoc (RAGAS-style).
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---
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### 2. 🛡️ Resilience (Circuit Breaker)
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If the Google Gemini API quota is exceeded (`429`), the system catches the error and returns a graceful "System Busy" message instead of crashing (`500`).
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### 3. ⚖️ Hybrid Agent Architecture
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Optimized for Speed and Intelligence:
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* **Routing**: Handled by lightweight `gemini-2.5-flash-lite`.
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* **Reasoning**: Handled by powerful `gemini-3-flash-preview`.
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### 4. 🚀 CI/CD Pipeline
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Automated deployment from GitHub to Hugging Face using **GitHub Actions**. Commits to `main` are instantly verified and deployed to production.
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### 5. 🧪 Automated Testing
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Includes a `tests/` suite:
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* `test_api.py`: Integrations tests for endpoints.
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* `test_rag.py`: Unit tests for retrieval logic.
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### 6. 🐳 Dockerized
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Fully containerized for "Run Anywhere" capability.
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frontend/index.html
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<head>
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<meta charset="UTF-8">
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<meta name="viewport" content="width=device-width, initial-scale=1.0">
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<title>
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<!-- Fonts -->
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<link href="https://fonts.googleapis.com/css2?family=Inter:wght@400;500;600;700;800&display=swap" rel="stylesheet">
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<head>
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<meta charset="UTF-8">
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<meta name="viewport" content="width=device-width, initial-scale=1.0">
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<title>NexusGraph AI - Enterprise RAG</title>
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<!-- Fonts -->
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<link href="https://fonts.googleapis.com/css2?family=Inter:wght@400;500;600;700;800&display=swap" rel="stylesheet">
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