The real hardware story is thermal, not silicon. TaiSol's liquid cooling crossing 25% adoption signals that data center operators have stopped pretending air cooling scales—this is where the actual capex competition happens, and it matters more than another GPU generation because cooling determines whether you can actually use the chips you buy. China's robotics flex in Shanghai is worth watching for embodied AI applications (those papers on visual control and domain generalization aren't academic theater), but the tariff chaos Trump's engineering will crater supply chains before it matters who has better robots. The CuspAI funding round suggests materials science is finally getting real venture attention for AI workloads, which is the unglamorous precondition for the next actual performance leap—boring beats hype every time.