The real hardware story is hiding in plain sight: Micron's AI breakthrough matters way more than the noise around model theft or bank anxiety. Micron shipping denser, faster memory for inference is the unglamorous blocker that actually constrains what gets deployed—while Anthropic's DC theft concerns and banking FUD are defensive posturing that doesn't change the physics of what's possible. The research on robot manipulation priors and domain adaptation in welding shows where AI actually *works* (embodied, constrained domains), but llama.cpp's incremental releases and the "AI visibility infrastructure" funding craze are betting on a world where everyone needs better dashboards for problems they haven't solved yet. Watch the silicon—ignore the geopolitical theater.