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job state + approval gates│\n                         └──────────────┬──────────────┘\n                                        │\n                         ┌──────────────▼──────────────┐\n                         │  Pipeline (pipeline.py)      │\n                         │  stages run, PAUSE at gates  │\n                         └──────────────┬──────────────┘\n                                        │\n                ┌───────────────────────┼───────────────────────┐\n                ▼                       ▼                       ▼\n         CrewAI agents            Tools (tools/)          Lab hardware\n         (config/*.yaml)   arxiv · crossref · dataset ·   MCU over USB\n                            mcu_benchmark · plagiarism     (your lab)"},{"kind":"example","language":"bash","snippet":"# 1. backend\ncd backend\n./scripts/setup.sh          # installs uv if missing, creates .venv on Python 3.12, installs deps\ncp .env.example .env        # add your OPENAI/ANTHROPIC key\nsource .venv/bin/activate\npython -m research_agent.main --help\n\n# 2. server (orchestration API for the dashboard)\nuvicorn server.app:app --reload --port 8001   # oMLX owns :8000\n\n# 3. frontend (in another terminal)\ncd ../frontend\nnpm install\nnpm run dev                 # http://localhost:3000"}]}}