The real hardware story is buried in the noise: Cross-embodiment robot learning and domain adaptation for welding are actually solving the hard problem—how to make AI useful across different physical systems—while everyone else argues about nuclear power timelines and stock picks. Llama.cpp's incremental releases matter more than another marketing platform Series A because they're democratizing inference, but the welding algorithm and action priors work is where AI hardware meets actual manufacturing ROI. Ignore the "organized crime using AI" panic and the "everyone is wrong about AI except me" takes; watch the papers on behavioral cloning and domain transfer—that's where the embodied AI stack gets real.