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README.md

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-# 🧠 VeraCT Scan-like Fake News Detection System
-
-A powerful, AI-enhanced news verification API that analyzes the credibility of news content by cross-referencing reliable sources, extracting entities, and applying reasoning from large language models. Built with FastAPI, LangChain, Groq's LLaMA-4 model, spaCy, and multiple real-time search APIs.
-
----
-
-## 🚀 Key Features
-
-- ✅ **Headline & Content Verification** using LLM + multi-source matching
-- 🌐 **Reliable Domain Detection** from over 600+ trusted sources
-- 🧠 **LLM Verdict Generation** (VERIFIED, LIKELY FAKE, or REQUIRES MORE VERIFICATION)
-- 🔍 **Entity Extraction** with spaCy (ORG, PERSON, EVENT, etc.)
-- 🛡️ **Cross-checking** with [SearchAPI](https://www.searchapi.io/) and [Tavily](https://www.tavily.com/)
-- 🔐 **.env-based API Key Security**
-- 🧪 API Testing endpoints for dev setup
-
----
-
-## 🧩 Tech Stack
-
-- **Python 3.10+**
-- **FastAPI**
-- **LangChain + Groq LLaMA-4**
-- **spaCy (NER & NLP)**
-- **SearchAPI + Tavily**
-- **Pydantic + CORS middleware**
-- **Uvicorn (ASGI server)**
-
-- ## 🛡️ License
-
-This project is licensed under the [MIT License](LICENSE).
-
----
-
-## ⚙️ Setup Instructions
-
-### 1. Clone the repository
-
-```bash
-git clone https://github.com/Abdulhameed556/VeraCT_Scan-like_news_verification_system_1.git
-cd VeraCT_Scan-like_News_Verification_System