From abe605f06327f34587888207c2b93b09b90f67de Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?=D0=9A=D0=B8=D1=80=D0=B8=D0=BB=D0=BB=20=D0=9A=D1=83=D1=82?=
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 <kirillkutlahmetov10@gmail.com>
Date: Wed, 27 May 2026 12:28:56 +0000
Subject: [PATCH] create README.md

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 README.md | 33 ++++++++++++++++++++++++++++++++-
 1 file changed, 32 insertions(+), 1 deletion(-)

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-# 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.