📊 Veritas

Explainable Intelligence Platform

Claim Extraction • Credibility Analysis • Bias Detection • Decision Intelligence

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🌟 Overview

Veritas is an Explainable Intelligence Platform that transforms unstructured articles and reports into structured, trustworthy intelligence.

Instead of only generating summaries, Veritas identifies claims, evaluates credibility, detects bias, traces reasoning, and presents transparent AI-assisted insights for informed decision-making.

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✨ Core Features

• 📰 Article Intelligence
• 🧩 Claim Extraction
• ✅ Credibility Analysis
• ⚖️ Bias Detection
• 🧠 Explainable AI
• 🔗 Evidence Mapping
• 📑 Executive Intelligence Reports
• 📊 Decision Support
• 🤖 AI-Powered Insights

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🏗️ System Architecture

             News / Reports
                    │
                    ▼
          Document Processing
                    │
        ┌───────────┼───────────┐
        │           │           │
  Claim Engine  Bias Engine  Credibility
        │           │           │
        └───────────┼───────────┘
                    │
           Explainable AI Layer
                    │
          Executive Intelligence

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🛠️ Technology Stack

Layer	Technologies
Frontend	React, Vite
Backend	Python, Flask / FastAPI
AI	Google Gemini API, NLP, Prompt Engineering
ML	Scikit-Learn
Database	MongoDB
Deployment	Vercel, Render

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📸 Platform Modules

• 📰 News Analyzer
• 📌 Claim Extraction
• 📈 Credibility Scoring
• ⚖️ Bias Detection
• 🧠 AI Explanation Engine
• 📋 Executive Reports
• 🔎 Source Intelligence
• 📊 Decision Dashboard

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📊 Repository Analytics

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🗺️ Roadmap

• ✅ Claim Extraction
• ✅ Credibility Analysis
• ✅ Bias Detection
• ✅ Explainable Reports
• 🔄 Multi-source Verification
• 🔄 Knowledge Graph
• ⏳ Browser Extension
• ⏳ Enterprise Dashboard

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🌍 Vision

Veritas aims to make AI-generated intelligence transparent, explainable, and trustworthy by helping users understand what is true, why it matters, and how conclusions are formed.

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🤝 Contributing

Contributions, ideas, bug reports, and feature requests are welcome.

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⭐ If you like Veritas, consider starring this repository!

Turning Information into Trustworthy Intelligence.