From the layer that talks to the motor to the one that talks to the cloud. The
overlap is the rare part: people who do LLMs rarely do robots, and people who
do robots rarely do platform.
Voice brain
Real-time speech in and out, barge-in, intent orchestration and LLM tool-calls with latency under control.
Deterministic safety
Physical-integrity rules outside the model: battery, temperature, posture and limits the LLM cannot bypass.
On-device memory
RAG that runs on the robot and finds the exact term, not just the similar one. No link required to answer.
Motion and ROS2
ROS2 nodes, topics and services designed for real time; MuJoCo simulation, RL policy and sim2sim through to the physical robot, without breaking hardware on the way.
Platform and edge
Jetson Orin, ROS2, Rust on the critical path, telemetry and remote fleet updates — so the prototype becomes operations.
Diagnosis
When a robot already "almost works": I measure it, tell you where it breaks and what the fix costs.