diff --git a/README.md b/README.md
index 89de68f..5057b1e 100644
--- a/README.md
+++ b/README.md
@@ -1,25 +1,26 @@
-# LangGraph Reflection & Rewriting Demo
+# Self‑Correcting Agent
 
-This project demonstrates a simple LangGraph state machine that includes:
-- **Reflection node** – logs the current state.
-- **Rewriting node** – transforms the input string to uppercase.
-- **End node** – logs the final state.
+This repository demonstrates a minimal setup for a self‑correcting agent using **langgraph** and **langchain‑openai**.  
+The project includes:
+
+- `package.json` – declares the required dependencies and a start script.
+- `src/index.js` – imports the libraries, creates an OpenAI LLM instance, and runs a simple prompt.
 
 ## Setup
 
 ```bash
+# Install dependencies
 npm install
-npm run build
+
+# Run the example
 npm start
 ```
 
-The output will show the state at each node and the final transformed result.
+> **Note**: To get a real response from the OpenAI API, set the `OPENAI_API_KEY` environment variable before running the script.
 
-## Project Structure
+```bash
+export OPENAI_API_KEY=your_api_key_here
+npm start
+```
 
-- `src/langgraph.ts` – Defines the state type, node functions, and constructs the graph.
-- `src/index.ts` – Entry point that runs the graph with an example input.
-- `package.json` – Project metadata and dependencies.
-- `tsconfig.json` – TypeScript compiler configuration.
-
-No JavaScript files are present; the entire project is written in TypeScript.
\ No newline at end of file
+The script will log the loaded modules and the response from the LLM.
\ No newline at end of file
diff --git a/package.json b/package.json
index fc2e65f..a7811f4 100644
--- a/package.json
+++ b/package.json
@@ -1,15 +1,14 @@
 {
-  "name": "langgraph-reflection-rewrite",
+  "name": "self-correcting-agent",
   "version": "1.0.0",
-  "main": "dist/index.js",
+  "description": "Self‑correcting agent example using langgraph and langchain‑openai",
+  "main": "src/index.js",
+  "type": "module",
   "scripts": {
-    "build": "tsc",
-    "start": "node dist/index.js"
+    "start": "node src/index.js"
   },
   "dependencies": {
-    "langgraph": "^0.1.0"
-  },
-  "devDependencies": {
-    "typescript": "^5.0.0"
+    "langgraph": "latest",
+    "langchain-openai": "latest"
   }
 }
\ No newline at end of file
diff --git a/src/index.js b/src/index.js
index 7f3f955..f0e0f1f 100644
--- a/src/index.js
+++ b/src/index.js
@@ -1,18 +1,20 @@
-import Graph from './graph.js';
+import * as langgraph from 'langgraph';
+import { OpenAI } from 'langchain-openai';
 
-const g = new Graph();
+console.log('langgraph module loaded:', typeof langgraph);
+console.log('OpenAI class loaded:', typeof OpenAI);
 
-g.addNode('A');
-g.addNode('B');
-g.addNode('C');
+const llm = new OpenAI({
+  apiKey: process.env.OPENAI_API_KEY || '',
+  modelName: 'gpt-3.5-turbo',
+});
 
-g.addEdge('A', 'B');
-g.addEdge('B', 'C');
-
-console.log('Before reflexive:');
-console.log(g.getAdjacencyList());
-
-g.reflexive();
-
-console.log('After reflexive:');
-console.log(g.getAdjacencyList());
\ No newline at end of file
+(async () => {
+  const prompt = 'Hello, world!';
+  try {
+    const response = await llm.invoke(prompt);
+    console.log('LLM response:', response);
+  } catch (error) {
+    console.error('Error invoking LLM:', error);
+  }
+})();
\ No newline at end of file