Really thorough breakdown, best $PENG write up I've read. One place I'd push, and it's basically the whole ballgame: the 74% "AI-driven" figure is memory plus non-hyperscale infra, so the growth is overwhelmingly the Integrated Memory line (+111%) while the cluster segment is flat at the top. The pivot is real, but right now it's more a memory story wearing an AI-factory label.
Which puts everything on the one question you raise but don't fully settle: is the memory demand structural or cyclical? Management says structural. The data point cutting the other way is inventory nearly doubling to $498M this quarter, which is the classic late cycle memory tell, and "this time it's structural" has ended a lot of memory runs.
Now, I'm not calling it, agentic inference demand could genuinely be different this cycle. But thats the single variable I'd want to underwrite before paying up post +300%. How are you weighting the inventory build against the structural-demand story?