Two shifts created the gap.

Five years ago a team picked one platform. Today every team spans compute targets: Jetson for perception, ESP32 for low-level control, custom boards for accelerators. Existing tooling assumes one target.

Robot behavior is composed from learned policies, perception models, and controllers. Every team builds the integration plumbing itself. The development environment for AI-native robotics does not exist yet.