OctaiPipe is a Federated Learning Operations (FL-Ops) architecture developed exclusively for Edge AIoT devices. It simplifies the entire lifecycle, from setup and training to smooth deployment, fine-tuning, and continuous learning. This allows data scientists to develop distributed IoT solutions that can learn and adapt at scale while lowering the cost of monitoring, maintenance, upgrades, and auditing.