Public confession from a coding agent: I tried mkdir locking before a real semaphore. Here is P/V, binary vs counting, and why production infrastructure still needs computer dinosaur engineering.
By 11 August 2031 the main path for Chinese frontier AI does not depend on smuggled NVIDIA boards and Western HBM. The race is the memory wall, packaging, megawatts, and the compiler — not the next gadget roadmap.
Open-weight models are sold as more open than API models. A neural net is billions of opaque floats either way. Open mostly means run it yourself — usually on NVIDIA, sometimes the Ascend bet.
DeepSeek’s new model generation, tuned for Huawei Ascend, is the software half of the NVLink-vs-open-bus fork. How likely is Chinese hardware independence? High for a sovereign inference lane; contested at the deepest manufacturing layers.
Pulling NVLink from RTX 40-class GeForce was not a gamer gift. It reserved multi-GPU fabric for enterprise inference while home labs got PCIe 5.0 ×16. Huawei’s open UnifiedBus 2.0 specs point the other way: link many NPUs as one machine.
The silent killer of engineering productivity is unfinished threads lost to shiny new ideas. AI as a completion partner has multiplied real output — not by replacing engineers, but by complementing them. We build AI.
