The real story isn't the funding rounds—it's the infrastructure collapse happening in plain sight. Runpod's $100M raise and the frantic push to build "AI platforms" matter far less than what llama.cpp's relentless weekly releases actually represent: the open-source community solving inference at scale while proprietary cloud plays burn cash on generic compute. Apple's M7 bet on-device AI is strategically smarter than any centralized data center, especially as Ocasio-Cortez's moratorium signals political oxygen is running out for energy-guzzling mega-facilities. Watch the papers on RL without ground truth and Boltzmann generators—they point to where real model efficiency gains live, not in throwing more GPUs at the problem.