Today's eval-topping models have weak generalization, so AI revenue stays far behind benchmark hype
Gemini's pre-training edge lets Google extract more from scaling than rivals
Pre-training scaling hits a data wall; the next gains come from research, not just more compute
If AI feels powerful, safety becomes the industry constraint, and the safety-first lab's positioning becomes its moat.