Unprecedented54 Consumer / User AI Adoption = Unprecedented55 AI User Growth (ChatGPT as Foundational Indicator) = +8x to 800MM in Seventeen Months Note:OpenAI reports Weekly Active Users which are represented ChatGPT User Growth (MM) – 10/22-4/25, per OpenAI56 AI Global Adoption (ChatGPT as Foundational Indicator) = Have Not Seen Likes of This Around-the-World Spread Before 0% 25% 50% 75% 100% 1 2 3 4

??,?, (25) where ?1 is a hyper-parameter called expert-level balance factor; 1(·) denotes the indicator function; and ? denotes the number of tokens in a sequence. Device-Level Balance Loss. In addition