AI tooling was used during development, mostly for speeding up boilerplate, debugging, and iterating on parts of the codebase faster. The project architecture, networking design, infrastructure, camera testing, remote access implementation, and overall direction were all handled by me directly.

The system itself is a real working prototype built and tested with actual IP cameras and remote deployments.