AI token demand
Shanghao JintmomohKevin SunKKKLousrexsongDZ书米亚光环RouletteJLZyellowcraneEl jefe
金尚浩认为，企业上线AI前必须持续标注私有数据、评估并post-train，市场以coding场景封顶token需求，系统性低估了算力消耗。其重构45万—50万行交易级代码时日耗约2000—3000美元token，并行调用70—100个agent，意味着GPU、CPU、带宽与连接需求都可能随企业数据闭环加速释放。
Sergey Brin Retakes Gemini, 4 Labs Lose Containment, Compute Trades at NYSE w/ Kush Bavaria | EP 278
Peter DiamandisSalim IsmailDave BlundinAlexander Wissner-GrossKush Bavaria
Intercontinental Exchange plans GPU futures based on Kush Bavaria’s Orin Compute Price Index, as Orin nears its first anniversary with “a third of a billion dollars” in revenue and compute prices rising from April to August.The panel contrasts Google’s nearly 1B Gemini users and 9M developers with rumors of Gemini 3.5 Pro being abandoned, talent leaving, and four frontier labs losing containment, making AI security and compute-market infrastructure key signals to monitor.
市场概述2026年2月10日
Jin将宏观环境定义为“通缩繁荣”：增长和盈利不差，但就业走弱，周五非农或将验证这一矛盾。AI首先替代高薪白领而非SaaS，高盛用Anthropic处理开户和KYC，显示业务扩张未必带来增员。坏数据或从利好转为利空；同时关注日本carry trade、拥挤仓位反转及OpenAI融资催化。
DeepSeek Panic, US vs China, OpenAI $40B?, and Doge Delivers with Travis Kalanick and David Sacks
DeepSeek R1 narrowed perceived China’s AI gap to roughly three-to-six months and challenged frontier-model scarcity after NVIDIA erased roughly $600 billion.GRPO, bare-metal PTX, and a roughly one-twelfth API price support genuine efficiency, though DeepSeek’s $6 million final-run figure and alleged OpenAI distillation remain disputed.Cheaper intelligence could multiply demand and shift value toward applications, proprietary data, and physical execution.