Mainframes

Stop Defending Local AI Models. They’ve Already Lost.

Local AI models won’t win; they’ll become an expensive hobby. The classic argument that PCs beat mainframes fails for AI because cloud APIs have compounding advantages: they improve faster, get cheaper, and absorb feedback loops that local hardware can’t match. If you build on local models for independence, you aren’t creating a moat—you’re taking a costly nostalgia trip.