Most alignment methods nowadays don't rely on interpretability. And neither do all LLM vendors care about alignment much - especially not in China.

Those things being untrainable at scale is why they aren't around. Alignment is an afterthought.

China should care: https://www.forbes.com/sites/boazsobrado/2026/03/11/alibabas...

As is, Chinese labs spend more effort on "rhetorical alignment to the party line" than alignment of any other kind.