Gemini 3 sets a new benchmark in AI performance with superior reasoning, coding, and interface generation capabilities. It powers dynamic tools like interactive calculators and tutorials while being efficiently deployed at scale in Google Search. The model emphasizes practical utility, measured by real-world user assistance rather than benchmarks alone. Executives highlight ongoing integration into core products like Maps, YouTube, and Android, alongside future applications in robotics, gaming, and drug discovery. An unreleased version shows potential in transcribing historical texts with contextual understanding. Despite concerns about diminishing returns in AI scaling, the team remains confident in sustained progress, prioritizing safety—especially around function calling—and long-term value creation across industries. U.S. college students will get free premium access as part of the initial rollout.