Local-first AI inference is now mainstream. Ollama hit 181k GitHub stars, Open WebUI at 153k. Running frontier open models on your own hardware isn't experimental anymore, it's the default for serious builders.

But there's a critical gap emerging that most people aren't discussing yet.