China Field Notes: The Iteration-Speed Advantage
China's robotics advantage is structural: built on geographic density, manufacturing literacy, and an ecosystem that reduces iteration friction across hardware, software, and capital.
January 2025
Across epochs, civilizational turns have followed from the confluence of mind, mechanism, and imagination. We are entering another such inflection: the age of embodied artificial intelligence, in which digital cognition exits screens to assume material presence. Machine Epoch examines this frontier, its insights, architectures, operational reality, and unanswered questions asking what it means to engineer intelligence that interacts with physics and the feedback they will impose on us.
China's robotics advantage is structural: built on geographic density, manufacturing literacy, and an ecosystem that reduces iteration friction across hardware, software, and capital.
January 2025
The best robotics companies will build flywheels that scale data collection while preserving privacy: using federated learning, differential privacy, and secure aggregation.
October 2024
A systematic security assessment of Unitree's G1 humanoid reveals critical vulnerabilities including BLE provisioning bugs and configuration crypto weaknesses.
September 26, 2025
The coming decade of robotics will be defined by the maturity of the environment stack - the systems that generate experiences, feedback, and supervision for policies.
May 26, 2025
A Robot Fleet Management System is not a dashboard: it is the control plane of a physical, stochastic, safety-critical distributed system.
May 25, 2025