Benchmark scores rarely predict real-world adoption. Nathan Lambert argues that Gemma 4 succeeds by prioritizing developer experience and ecosystem integration over synthetic leaderboard wins. This shift emphasizes practical utility and accessibility for researchers. Practitioners should value robust documentation and community support more than marginal gains in MMLU or other static evaluations.