Benchmark scores fail to predict the actual adoption of open models like Gemma 4. Success depends more on developer experience and ecosystem integration than raw leaderboard rankings. Nathan Lambert argues that usability outweighs marginal performance gains. Practitioners should prioritize tool compatibility and deployment ease over chasing the highest synthetic scores.