GeekPark reports that Physical Intelligence opened a model API test, Dream Labs launched Dream API with duration-based inference billing and fine-tuning, and Dexmal expanded Dexmal MaaS with an integrated workflow for data upload, training, deployment, and improvement from real-robot failures. These services let developers connect their own robots, adapt models to specific tasks, and test cloud inference on real-world workloads. The report says cross-embodiment adaptation remains limited by hardware, kinematics, control systems, and tasks, while reliable customer-task completion still requires adaptation and field validation.