How using Claude as an AI orchestrator exposed the full depth of AMD ROCm's hardware gaps — and why investing in remote AI intelligence today is the surest path to running sovereign local models tomorrow.
A stranger's tier list crowned two S-tier models for 8GB VRAM. Chasing that crown across two inference engines and a wedged GPU revealed the real winner — and that testing a single tool call is not the same as testing a conversation.
gemma4:12b went from 82 seconds to 3.8 seconds with one parameter. The parameter was not obvious. The knowledge that it existed — and what it does — came from a paid cloud model. This is the story of why local AI cannot fully unlock itself.