Moore Threads faces NVIDIA's CUDA ecosystem with 13,000+ libraries and 4M developers. China's domestic GPU push mirrors historical Intel-ARM competition—state procurement provides runway, but software ecosystem development requires 5-7 years minimum for competitive parity.