Karpathy：Agency 比 Intelligence 更稀缺
- ID: digest_2026-06-16_05
- 原文链接: https://x.com/karpathy/status/1894099637218545984
- 作者: karpathy
- 日期: 2025-02-24
- 分类: learning
- 标签: career, agency, ai-era, philosophy, hiring
- 质量评分: 5/5
- 抓取时间: 2026-06-17T04:32:14
Agency 比 Intelligence 更稀缺
中文翻译
Karpathy 抛出一个判断：能动手做事（Agency）比聪明（Intelligence）更重要，也更稀缺。他承认自己想错了几十年，受文化里对智商的崇拜影响太深。Agency 不是 "我要赢" 的野心，而是 "我会想清楚然后真的去干" 的执行力——心理学上对应的是 locus of control 和自我效能感。在 AI 工具越来越平权、模型能力差距越来越小的时代，这个判断尤其值得展开——模型差距在缩小，agency 的差距没有。这条推文 4.9 万赞、1100 万浏览，是 Karpathy 近两年最有共鸣的一条。对 AI 时代的招聘和教育都提出了具体问题：你在为 agency 评分吗？
English Original
@karpathy
Agency > Intelligence
I had this intuitively wrong for decades, I think due to a pervasive cultural veneration of intelligence, various entertainment/media, obsession with IQ etc. Agency is significantly more powerful and significantly more scarce. Are you hiring for agency? Are we educating for agency? Are you acting as if you had 10X agency?
Grok explanation is ~close:
“Agency, as a personality trait, refers to an individual's capacity to take initiative, make decisions, and exert control over their actions and environment. It’s about being proactive rather than reactive—someone with high agency doesn’t just let life happen to them; they shape it. Think of it as a blend of self-efficacy, determination, and a sense of ownership over one’s path.
People with strong agency tend to set goals and pursue them with confidence, even in the face of obstacles. They’re the type to say, “I’ll figure it out,” and then actually do it. On the flip side, someone low in agency might feel more like a passenger in their own life, waiting for external forces—like luck, other people, or circumstances—to dictate what happens next.
It’s not quite the same as assertiveness or ambition, though it can overlap. Agency is quieter, more internal—it’s the belief that you *can* act, paired with the will to follow through. Psychologists often tie it to concepts like locus of control: high-agency folks lean toward an internal locus, feeling they steer their fate, while low-agency folks might lean external, seeing life as something that happens *to* them.”
Quoted @garrytan: Intelligence is on tap now so agency is even more important