Loading
Loading
Humanoids, autonomous vehicles, embodied agents — AI that has to act in a world that pushes back.
Software agents can retry and scale in parallel digital servers instantly.
Measuring robotics performance. Understand the metrics of sample efficiency, sim-to-real transfer, control loops, and operational readiness.
Should robots look like us? The structural trade-offs between generalist humanoid form factors and specialized gantry or wheeled designs.
Actuators comprise 50% to 60% of humanoid costs. The ultimate physical bottleneck is mechanical, not digital.
Robotics requires real-time guarantees. Balance local edge inference hardware against the planning capacity of large cloud models.
Deploying robots is a gradient of environment predictability. From highly structured factories to the chaos of the home.
Training robots in virtual physics engines. Traces how policies learn in sim and successfully transfer to real-world steel.
Humans win the sprint; machines win the marathon. Humanoids shift the focus from peak speed to continuous operational reliability.
As speculative capital chases robotics hype, the true asymmetric value lies in legacy precision gear vendors prototype-testing robotic joints.
Building a commercial robotics company. Robot-as-a-Service (RaaS), capital efficiency, and data flywheels.