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Date:   Thu Jun 4 16:16:27 2026 +0000

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+# LangGraph Draft‑Critique‑Rewrite Agent
+
+## Overview
+This project implements a small LangGraph agent that:
+
+1. Generates a short answer (5‑10 sentences) to a user question.
+2. Critiques the draft for completeness, concreteness and absence of filler.
+3. If the critique says *needs_revision*, rewrites the draft incorporating the critique.
+4. Loops until the verdict is *ok* or a maximum of two rewrites is reached.
+5. Provides a simple CLI entry point.
+
+The implementation is fully self‑contained and requires only a modern Python interpreter (3.10+).
+
+## Installation
+
+```bash
+# Create and activate 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
+```
+
+**Dependencies**
+- `langgraph`
+- `langchain-openai`
+- `langchain-ollama`
+
+## Configuration
+The agent uses an LLM via the `langchain_openai.ChatOpenAI` wrapper. It supports both OpenAI and Ollama providers.
+
+| Variable | Description | Example |
+|----------|-------------|---------|
+| `OPENAI_API_KEY` | API key for OpenAI. | `export OPENAI_API_KEY=sk-…` |
+| `OLLAMA_BASE_URL` | Base URL for a local Ollama instance. | `export OLLAMA_BASE_URL=http://localhost:11434/v1` |
+
+If neither variable is set the agent falls back to the default model `gpt-4o-mini` (this will require network access to OpenAI).
+
+## Usage
+Run the CLI entry point:
+
+```bash
+python agent.py
+```
+
+You will be prompted to type a question. The agent will then display the final draft, the critique, and the verdict.
+
+### Example
+```
+$ python agent.py
+Enter your question: What is the capital of France?
+
+Final Result:
+Draft: The capital of France is Paris.
+Critique: ok
+Verdict: ok
+```
+
+## Development Notes
+- The graph uses `END` from `langgraph` for terminal states.
+- The `reflect` node parses a JSON response, falling back to a default verdict if parsing fails.
+- The `rewrite` node increments the round counter.
+- All LLM calls are wrapped in `try/except` blocks to surface errors clearly.
+
+## License
+MIT License.