deploy-local

To run a full local stack, you can orchestrate API, frontend, and infrastructure services using docker-compose and a Python virtual environment. This launches the entire environment locally for development, testing, and demonstrations.

For local API and frontend development, you need to orchestrate postgres, qdrant, and redis as infrastructure components. These services run alongside the API and frontend to support a containerized multi-service environment.

Yes, you can verify local docker-compose services by performing a curl-based health check. This workflow checks service availability after booting the API server with uvicorn and the frontend.

Yes, you need a Python virtual environment to deploy the local stack. The environment starts the full stack by orchestrating docker-compose services alongside the Python-based API server.

The best way to launch a multi-service environment for local demonstrations is to use an orchestration command that boots the API, frontend, and infrastructure services together, avoiding the need to deploy to production.

You use docker-compose to start postgres, qdrant, and redis together locally because it provides a straightforward, containerized multi-service environment that mirrors production infrastructure for accurate testing.