diff --git a/README.md b/README.md
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-# RAG Agent Project
-
-## Installation
-```bash
-python -m venv .venv
-source .venv/bin/activate
-pip install -r requirements.txt
-```
-
-## Environment Variables
-- `OPENAI_API_KEY` – API key for OpenAI or Ollama. If using local Ollama set `OPENAI_API_BASE_URL=http://localhost:11434/v1`.
-
-## Usage
-### Load documents into vector store
-```bash
-python init_loader.py /path/to/text/files
-```
-
-### Start interactive CLI
-```bash
-python cli_client.py /add --text "Your document content"
-python cli_client.py /search --text "What is LangChain?"
-python cli_client.py /quit
-```
-
-### Run agent directly
-```bash
-python agent.py
-```
-
-## Development
-- Tests are not included but can be added in `tests/`.
-- Lint with `ruff .` and format with `black .`.
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