OpenAI 首席人力官 KC：junior 与 senior 之分已失效，员工将转向管理智能体
We Are All Junior Talent Now
- 1OpenAI 首席人力官 KC 称应废除 junior 与 senior 之分，经验过时快，资历不再可靠
- 2OpenAI 9 月称约 10000 个并发智能体 88 小时给出纳维-斯托克斯难题解法，数学界仍有争议
- 3KC 提出模型是大脑、Codex 或 Claude Code 是外骨骼，人类转型为 agent 管理者
- 4KC 认为情商是智能体时代人的关键差异，以患者因医生待人方式而选择医生的故事作例
OpenAI 人力负责人的观点把人才评价的锚点从资历转向近期认知与智能体管理能力，经验折旧速度成为组织设计的核心变量
- 影响：若经验折旧加快，按资历定级的招聘与晋升标准会失准；把系统维护类工作交给智能体将改变岗位设置与人力结构；按 KC 的观点，人际与诚信表现成为剩余的差异化来源
- 参考：可考虑盘点哪些岗位的核心技能在两年内明显过时，重写评估口径；值得选一个流程固定场景试点把记录与系统维护交给智能体；面试可加入近期实践问题而非只看履历
- 依据：核心观点出自 OpenAI 首席人力官 KC 在 Office Hours 的现场分享，属个人判断；88 小时解法为 OpenAI 官方口径，数学界仍有争议
Last week we welcomed KC, Chief People Officer at OpenAI, to Office Hours to talk about the tremendous change inside organizations.
KC traced four years of model progress in three steps. Two years ago, the parlor trick was asking a model how many R’s are in strawberry. A year ago, reasoning models solved competition-level math. In September, OpenAI’s agents attacked the Navier-Stokes Millennium Prize problem & said they had a solution in 88 hours1.
That implies a choice for companies : accomplish the same tasks faster or reimagine what is possible. The first lifts earnings & profit. The second bends the arc of a business. At first the slopes look the same. Then the geometric compounding creates explosive separation.
In this future, the people team needs to define how we work.
First, in answer to the most common questions from attendees (how does one evaluate junior talent?) KC replied the words junior & senior lack meaning today.
“I think it’s incorrect to use the word junior and senior. I think we should completely get rid of that word, because for the world that we’re heading to, junior usually means that you don’t have experience that’s relevant for a particular context. But for the world we’re heading to, maybe all of us don’t have experience that’s relevant for that particular context.”
What one knows about their work as of two years ago matters less than what you knew three months ago, so experience fades fast.
Next, he drew his vision of modern work. The model is a brain. Around it sits the harness, Codex or Claude Code, which he called an exoskeleton : skills, tools, & a runtime that holds context across agents. Above that sit incarnations : an assistant, then specialists.
Most firms use people as middleware for their own systems. Do the work, then log the work. He calls it work on work.
“The moment you relegate the system updating to the agents, humans start working with humans.”
That reframes each of our titles : add a suffix : agent manager. I am not a salesperson but a sales agent manager.
The session closed on EQ (emotional intelligence), through a story about an oncologist’s funeral. A patient saw several doctors with the same diagnosis & plan. She picked this one for his bedside manner.
“The differentiator is how you show up as a human. It’s how you show up, how you act with integrity, how you are really humble and want to learn.”
When everyone can reach for intelligence beyond their own, that is what still separates us. KC thinks that is good news. It sends us back to work worth doing.
I’m grateful to KC for sharing his insights at Office Hours!
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OpenAI, “On the Navier-Stokes Millennium Prize Problem,” September 8, 2026, reporting roughly 10,000 concurrent agents & a solution about 88 hours after launch. The result remains contested among mathematicians. ↩︎
来源：Tomasz Tunguz 博客 · tomtunguz.com