OpenAI 发布内部论文，显示 Codex 已成为公司主力 AI，产出 99.8% 内部输出 tokens，而一年前这一比例低于 10%。除工程部门外，法务、财务、招聘、支持及业务团队使用量快速增长。自 Aug-25 以来，非开发者个人使用增长 137 倍，组织使用增长 189 倍。重度用户日均运行约 71 小时代理任务，28.6% 的用户管理 5 个以上并发 agent，25.6% 的个体提交过超过 8 小时人工等价的任务。OpenAI 称，Agent 正使工作更复杂、更长期、更跨职能。
OpenAI just released a paper showing how they are now seeing the first version of office work where agents do most of the execution.
Codex has become its main work AI, producing 99.8% of internal output tokens after sitting below 10% a year earlier.
The striking part is not engineering use, because Codex began as a coding tool, but the fast rise in Legal, Finance, Recruiting, Support, and business teams.
Non-developer use rose 137x for individuals and 189x for organizations since Aug-25, which means agents are spreading wherever work has repeatable steps, files, rules, and messy follow-through.
Top internal users now run about 71 hours of agent work per day by managing parallel tasks, turning AI from a chat box into a pool of delegated labor.
Users are changing the work unit itself, since 70.2% of sampled individuals sent a request above 1 hour of human work and 25.6% sent one above 8 hours.
Heavy users no longer wait for one answer, because 28.6% of OpenAI users managed 5+ concurrent agents and the 99th percentile ran about 71 hours of agent work per day.
Work at OpenAI is being transformed by agents, in every department. Across our entire company, people are using Codex to do work that is more complex, longer-running, and increasingly cross-functional. Our internal usage offers an early look at how agentic tools may reshape work as they become more capable and broadly available.在 X 查看被引用的帖子
来源：Rohan Paul · x.com