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A full walkthrough of a multi-agent AI pipeline that generates Python code, runs real pytest tests, reviews code quality, and automatically fixes its own failures — up to 3 retry attempts per failure type. Tech stack: LangGraph · OpenRouter (GPT, Gemini, Llama, DeepSeek) · Streamlit · Python 3.11