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+# Human‑in‑the‑Loop (HITL) with LangGraph
+
+This repository contains a minimal example of how to implement a **Human‑in‑the‑Loop** interruption in a LangGraph workflow.  
+The graph consists of a single node that triggers an interrupt, presents a question to the user via a console menu (`questionary`), receives the answer, and then resumes execution.
+
+---
+
+## 📦 Project Overview
+
+- **Purpose**: Demonstrate how to pause a LangGraph flow for human input and resume it afterward.
+- **Key Components**:
+  - `main.py`: The only script – builds the graph, defines the interrupt handler, and runs the workflow.
+  - Uses **LangGraph** for state management and interruption handling.
+  - Uses **questionary** to display a CLI menu and capture user responses.
+
+---
+
+## ⚙️ Prerequisites
+
+| Dependency | Minimum Version |
+|------------|-----------------|
+| Python     | 3.10+           |
+| LangGraph  | Latest (pip install `langgraph`) |
+| questionary| Latest (pip install `questionary`) |
+
+> **Note**: No external services (Ollama, Qdrant, etc.) are required for this demo.
+
+---
+
+## 📥 Installation
+
+```bash
+# Clone the repository
+git clone https://github.com/your-username/hitl-langgraph.git
+cd hitl-langgraph
+
+# Create a virtual environment (optional but recommended)
+python -m venv .venv
+source .venv/bin/activate   # On Windows: .\.venv\Scripts\activate
+
+# Install dependencies
+pip install -r requirements.txt
+```
+
+`requirements.txt` contains:
+
+```text
+langgraph>=0.1.0
+questionary>=2.0.0
+```
+
+---
+
+## 🚀 Running the Example
+
+The project has a single executable file: `main.py`.
+
+```bash
+python main.py
+```
+
+### What Happens?
+
+1. The graph starts and immediately triggers an interrupt.
+2. A console menu appears:
+
+   ```
+   ❓ What is your favorite programming language?
+     1) Python
+     2) JavaScript
+     3) Rust
+     4) Go
+   ```
+
+3. After you select an option, the workflow resumes and prints a confirmation message.
+
+---
+
+## 📄 Example Output
+
+```text
+$ python main.py
+❓ What is your favorite programming language?
+1) Python
+2) JavaScript
+3) Rust
+4) Go
+> 1
+
+You selected: Python
+Workflow finished.
+```
+
+Feel free to modify the question or options in `main.py` to suit your own use case.
+
+---
+
+## 📚 Further Reading
+
+- [LangGraph Documentation](https://langgraph.org/docs/)
+- [questionary Docs](https://github.com/tmbo/questionary)
+
+Happy hacking!
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