Teams rebuild the same plumbing instead of shipping what makes their robot unique.

Every robotics team writes its own drivers, deployment pipelines, debug tooling, and hardware abstraction. Vendor SDKs lock you to one platform. Internal stacks take years to develop. Physical AI requires fast iteration

Too much robotics engineering time disappears into non-differentiating infrastructure.

Different robots. The same plumbing, rebuilt from scratch, every time.