create README.md

README.md

@@ -1,2 +1,33 @@
-# task-69a474cdc46fd26feae69896
+# Agent with Memory and Human‑In‑The‑Loop Confirmation
 
+## What this project does
+This repository contains a small demo of a LangChain agent that:
+1. **Remembers** the conversation across multiple turns using `MemorySaver`.
+2. **Pauses** before calling any tool so the user can confirm or cancel the action.
+3. Uses the **BroJS LLM endpoint** (`openai/gpt-oss-20b:free`).
+4. Renders output with the `rich` library for a pleasant console experience.
+
+## File structure
+```
+├── main.py          # Entry point – runs three example interactions.
+├── agent.py         # Agent definition and helper to run it.
+├── requirements.txt # Dependencies (no pinned versions).
+└── README.md        # This file.
+```
+
+## Installation
+```bash
+pip install -r requirements.txt
+export JOURNAL_MCP_PAT=YOUR_BROJS_TOKEN
+```
+
+## Running the demo
+```bash
+python main.py
+```
+You will see three examples:
+1. A simple question that requires no tool.
+2. A price query that triggers a confirmation prompt.
+3. A follow‑up that demonstrates memory.
+
+Feel free to modify `get_price` or add more tools – the agent will automatically pause before each call.