fix error

Author: Md-Emon-Hasan

LICENSE

@@ -0,0 +1,21 @@
+MIT License
+
+Copyright (c) 2025 Md Emon Hasan
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.

README.md

@@ -1,5 +1,5 @@
 # 🧠 AutoDocThinker: Intelligent Search Engine with Reasoning + Tool Usage Logic
-
+![Image](https://github.com/user-attachments/assets/8215cb22-9450-4cd4-8a20-0e94eaa4711b)
 ## 📌 Overview
 
 This project is an **AI-powered Question Answering Web App** that allows users to upload documents (PDF, DOCX, HTML) or provide URLs, and ask questions about the content. The system uses a **Retrieval-Augmented Generation (RAG)** architecture combined with **LangGraph** for structured reasoning, **Gemini LLM** for responses, and **ChromaDB** for vector storage.
@@ -24,6 +24,8 @@ AutoDocThinker/
 ├── main.py                        # Main Streamlit UI
 ├── data/
 │   └── Invoice.pdf                # Sample document
+├── notebook/
+│   └── experiment.ipynb           # Full application logic
 ├── ingestion/
 │   └── loader.py                  # Handles document & URL ingestion
 ├── processing/
@@ -206,11 +208,11 @@ jobs:
 ## 👨‍💻 Author
 
 **Md Emon Hasan**
-📧 [iconicemon01@gmail.com](mailto:iconicemon01@gmail.com)
-🔗 [LinkedIn](https://www.linkedin.com/in/md-emon-hasan)
-🔗 [GitHub](https://github.com/Md-Emon-Hasan)
-🔗 [Facebook](https://www.facebook.com/mdemon.hasan2001/)
-🔗 [WhatsApp](https://wa.me/8801834363533)
+📧 Email: [iconicemon01@gmail.com](mailto:iconicemon01@gmail.com)
+🔗 LinkedIn: [https://www.linkedin.com/in/md-emon-hasan](https://www.linkedin.com/in/md-emon-hasan)
+🔗 GitHub: [https://github.com/Md-Emon-Hasan](https://github.com/Md-Emon-Hasan)
+🔗 Facebook: [https://www.facebook.com/mdemon.hasan2001/](https://www.facebook.com/mdemon.hasan2001/)
+🔗 WhatsApp: [https://wa.me/8801834363533](https://wa.me/8801834363533)
 
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