Timeline and bottleneck scenario lab

Frontier digital systems continue rapid inference and memory optimization.

Power availability and cooling shape datacenter expansion and hardware routing.

Embodied learning improves real-world causal models, but safety cost remains high.

Self-improvement loops become useful only under strong verification and evaluation gates.