Solix autonomous refill: what still needs an operator?
Solix automates a refill sequence. Here is how to separate avoided trips from supply, supervision and recovery work during a farm trial.
Physical AI Lab
Formed Strain-Wave Gearboxes: What Schaeffler Has Validated—and What Is Still Planned
What Schaeffler’s formed strain-wave gearbox changes in manufacturing, what its supplier validation supports, and what remains planned for 2027.
Remote Assistance Is Not Always Remote Driving: A Robotaxi Control Boundary Explained
When a robotaxi asks a remote human for help, that does not automatically mean the human takes over the wheel. The useful distinction is control authority: an assistant may provide information, advice or a revised goal while the automated driving system keeps responsibility for motion; a remote driver performs part or all of the real-time … Read more
Multi-Vendor Robot Coordination: Open Control, Security and Sovereign Data
A shared dashboard is not a multi-vendor fleet. Real integration aligns mission, state, resource reservation, security, failure isolation and data control.
Autonomous Cargo Aircraft vs Delivery Drones: Radar, Airspace and Certification
Regional cargo aircraft and small delivery drones may share autonomy technology, but they solve different logistics, airspace and certification problems.
Last 100m Delivery Robots: Wheeled vs Quadruped Systems
For the last 100m, wheels usually win on flat routes; legs matter where stairs and curbs repeatedly break the service. Compare complete orders, not demos.
How Physical AI Excavators Work: Soil, Hydraulics, Telemetry and World Models
Physical AI excavation is a closed loop: sense soil and machine response, update the terrain model, replan the bucket path and stop safely when reality diverges.
Robot Data Factories: Collection, Governance, Training and Field Feedback
A robot data factory is a governed feedback loop from field episodes to validated models—not a warehouse full of video files.
AgiBot GO-2, GE-2, BFM and GCFM: What Each Model Actually Does
GO-2, GE-2, BFM and GCFM sit at different layers of AgiBot’s model stack. This guide maps each one to its inputs, outputs and validation needs.
UBTECH GHRC 2026 Baseline: Isaac Sim, LeRobot v3, ACT and π0
The UBTECH GHRC 2026 Walker S2 reference pipeline connects LeRobotDataset v3 with ACT and π0. Reproduce the official run before adding custom data.