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K8s manifests included for cluster deployments.\n\n## Project Structure  \n- https://github.com/AmSh4/DriftSiren/tree/main/Structure\n##  Quick Start (Docker)\n1. Clone the repo and create `.env` from `.env.example`.\n2. Run: `docker compose up --build`.\n3. Open **http://localhost:3000** (frontend) and **http://localhost:8000/docs** (backend API).\n\n\u003e Demo creds: any email works; click \"Sign In (Demo)\" to get a JWT.\n\n## Sample Run (without Docker)\n- Backend: `cd backend \u0026\u0026 uvicorn app.main:app --reload`\n- Worker: `cd backend \u0026\u0026 celery -A app.celery_app.app worker --loglevel=INFO`\n- Frontend: `cd frontend \u0026\u0026 npm i \u0026\u0026 npm run dev`\n\n## Security Notes\nReplace `SECRET_KEY`, add proper auth, HTTPS, and harden CORS before production.\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Famsh4%2Fdriftsiren","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Famsh4%2Fdriftsiren","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Famsh4%2Fdriftsiren/lists"}