Infrastructure constraints now outweigh algorithmic breakthroughs in Asia's AI manufacturing. Executives warn that energy and capital allocation define the next generation of factories. This shift moves the bottleneck from software to physical power grids. Practitioners must prioritize energy-efficient hardware and stable power sourcing to maintain scaling momentum in the region.