Francois Chollet 指出,2023-2026 年间多数 AI 进步指标近乎指数增长,而同期 AI 资本开支略呈超指数增长,意味着 AI 系统对投入的响应略低于线性。超指数的外部资源注入长期不可持续,要实现持续的指数级进步,AI 行业需实现匹配的指数级利润、闭合资源循环。
Most measures of AI progress closely fit an exponential over the 2023-2026 period. Meanwhile AI capex over the same period has been slightly super-exponential (i.e. the rate of growth itself is increasing).
So if you model AI as a system that takes as input external investment and outputs AI progress, that system has a slightly sub-linear response.
But super-exponential injection of *external* resources is not sustainable in the long-term. To achieve sustained exponential progress, the AI industry will need to achieve matching exponential profits -- it will need to close the resource loop.
来源:François Chollet · x.com