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Five layers, from electrons to embodiment. Each one turns the layer below it into something more useful, and each has its own bottleneck.

Grid, electricity, nuclear, energy economics for AI compute.

GPUs, TPUs, ASICs, HBM, packaging, and the racks, networking, and cooling that turn them into a single computer.

Frontier labs, model launches, training, scaling.

Chatbots, coding terminals, cloud agents, knowledge work: the apps that run on top of frontier models.

Humanoids, autonomous vehicles, embodied agents: AI that has to act in a world that pushes back.