Valid concern about research quality vs efficiency tradeoffs. The full analysis covers the validation challenges and why traditional GPU-rich institutions might resist this shift—plus the specific metrics that will reveal if democratization actually happens: https://via.news/artificial-intelligence/activation-probe-method-cuts-ai-research-costs-by-one-million-times-challenging