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# 1) Create a project folder mkdir ai-orchestrator && cd ai-orchestrator # 2) Create and activate a Python 3.11 virtualenv python3.11 -m venv .venv source .venv/bin/activate python -m pip install -U pip # 3) Install required packages pip install langgraph openai pytest httpx starlette ruff # 4) Create folder structure mkdir -p orchestrator # 5) Add the orchestrator file (paste your full script) # Save the script content as: # orchestrator/langgraph_orchestrator_pytest.py # (Use your editor: nano, vim, VS Code, etc.) # 6) (Optional) Provide an OpenAI key, or skip for DRY_RUN mode # export OPENAI_API_KEY=sk-... # 7) Run it (CLEAN=1 wipes PROJECT_DIR for a fresh run) export CLEAN=1 python orchestrator/langgraph_orchestrator_pytest.py \ "Build a FastAPI /ping app with README, Dockerfile, CI, and tests" #1

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