This section covers machine perception, robotic manipulation, and autonomous navigation in both agriculture and aquaculture. Sensor and actuator selection, software architecture, and fleet integration with data-centric infrastructures are discussed. The objective is to reduce costs, improve quality, and increase safety and scalability of operations.