Why the Most Valuable Skill in the AI Era Has Nothing to Do with Technology
> While everyone is learning to code, write prompts, and master AI tools, what actually helps you survive the AI era is a word that sounds like clichéd advice: Agency.
A $4 Million Question
American blogger Dan Koe, with over 4 million followers and more than $4 million in annual earnings, published an article on X read by over 7 million people. The title was blunt: "The most important skill to learn in the next 10 years."
The answer is not programming, not prompt engineering, not data analysis. It is one word: Agency.
Your first reaction might be that this is just chicken soup with a fancier name. But when checked against McKinsey, the World Economic Forum, and Harvard Business School, the world's top research institutions all point to the same conclusion. Even more striking: neuroscience has shown that your brain is wired to be passive by default.
So this is not empty motivation. It is real neuroscience.
Your Brain Is Built to Coast
First, understand: passivity is not your fault. It is evolution's factory setting.
The brain is an energy hog—2% of body weight but 20% of energy consumption. In ancient times, energy meant survival, so the brain evolved power-saving mechanisms: avoid thinking whenever possible.
This is why:
- Scrolling short videos feels easier than reading books
- Following others feels easier than making your own decisions
- Executing commands feels easier than defining problems
- Write code, but not decide which program to build
- Write articles, but not choose which topic matters
- Do design, but not identify which problem to solve
- Last century, the average shelf life of a skill: 26 years
- Today: 4.5 years, and shrinking
- Writing and speaking alone = a "starving artist"
- Marketing and sales alone = a "slimy salesperson"
- Both combined = the ability to package unique ideas into products people will pay for
- Social pressure: public commitments boost execution
- Instant feedback: you quickly learn what works and what doesn't
- Forced learning: to write valuable content, you must truly understand what you're learning
- Brand building: long-term accumulation builds your personal brand and trust
Passivity is instinct; proactivity is counter-instinct.
> Neuroscience research shows that active decision-making requires activating the prefrontal cortex—the most "expensive" part of the brain—while passive following only needs the basal ganglia, which is far more energy-efficient. Your brain naturally leans toward "following along."
The problem: in the AI era, those who merely follow will be eliminated.
The Stronger AI Gets, the More Valuable Agency Becomes
Here is the counterintuitive logic: the more powerful AI becomes, the more valuable human agency is.
Why? Because AI is a super-executor, but a passive one. It does not discover problems on its own, set goals, or judge what is worth doing.
It can:
AI handles "how"; humans handle "what" and "why."
As Dan Koe puts it:
> Agency is the ability to iterate without permission.
In other words: don't wait to be told what to do—discover problems, define them, and solve them yourself.
The Consensus of Top Institutions
This is not just Dan Koe's view. Leading research institutions converge on the same direction.
World Economic Forum, Future of Jobs Report 2025
The report identifies the four scarcest skills of the coming decade:
1. Analytical Thinking 2. Creativity & Originality 3. Self-management 4. Active Learning & Lifelong Learning
Notably: not one is a technical skill.
McKinsey
McKinsey predicts that by 2030, time spent using technological skills will increase 55% compared to 2016. At the same time, the importance of complex problem-solving, resilience, flexibility, and agility is rising sharply. A joint McKinsey–World Economic Forum report emphasizes that organizations must cultivate leadership capable of adapting to shocks with diverse talent, skills, and global expertise.
Deloitte Future of Work Center
Deloitte found a striking trend:
This means the era of learning one skill for a lifetime is over. What matters most is not what you know, but how fast you can learn new things.
What Exactly Is Agency?
Dan Koe defines Agency as the ability to iterate without permission. Broken down into three levels:
Level 1: Discovering problems
Most people only solve problems handed to them. People with agency ask: *"Is this really the problem? Is there a bigger one? What is the essence of it?"*Level 2: Defining problems
Most people rush to find answers. People with agency ask: *"Is this problem worth solving? What changes if it is solved? Is there a better question to ask?"*Level 3: Iterating autonomously
Most people wait for approval or resources. People with agency start immediately, learn by doing, fail fast, and keep iterating.> High agency feels less like confidence and more like accountability—acting amid ambiguity, setting ego aside while learning, and owning the outcomes.
Dan Koe's Future-Proof Skill Stack
Tier 1: Learn how to learn
When the future is uncertain, the ability to learn quickly matters more than what you learn. Dan Koe's method: always learn with a project or goal in mind, rather than aimlessly "recharging." With a concrete goal—say, "write a newsletter about AI this week"—everything you read gets automatically filtered and connected to that goal.Tier 2: Learn how to think
Not memorizing information, but organizing complexity into clear frameworks: seeing connections others miss, articulating valuable ideas in your own words, extracting unique insights from books.Tier 3: Learn how to earn
Broken into four concrete skills:| Skill | Essence | |-------|---------| | Marketing | Making others perceive the value of what you offer | | Sales | Persuading others to take action | | Writing | The medium for transmitting value | | Speaking | Transmitting value face-to-face |
His framing is blunt:
Why These Skills Are Future-Proof
AI can do many things, but Dan Koe argues three things remain beyond it:
1. Setting goals. AI will not ask you: *"What do you truly want? What is meaningful to you?"* Goals come from values, and values come from lived experience. 2. Building taste. Taste is seeing something and judging whether it is good, why it is good, and how it could be better. AI can produce massive content but cannot judge which content is worth producing. That judgment comes only from your accumulated experience. 3. Accumulating trust. In an age of information explosion, people lack not information but trustworthy sources. Long-term, valuable commentary builds trust no AI can replace.
How to Train Your Agency
Dan Koe proposes a method you can start immediately: Experiment in Public
1. Choose a field you are curious about 2. Publicly document your learning process on social media 3. Run fast experiments and gather feedback 4. Iterate based on feedback 5. Repeat
Why it works:
A Harsh Truth
From the comments on Dan Koe's article:
> "Many people will be left behind. The strange thing is that so many people are so afraid of being left behind, yet ignore the fact that 90% will be."
This is not alarmism.
AI will not eliminate humans—but people who use AI will eliminate those who don't.
More proactive people will outcompete passive waiters. Those who define their own problems will outcompete those who only execute commands.
This is not a technology question. It is a survival question.
Conclusion: From Passive to Proactive
Back to the opening question: What is the most valuable ability in the AI era?
Not programming, not prompting, not any specific technology.
It is Agency—
The ability to discover, define, and solve problems on your own, without permission.
Your brain is wired to coast. But you can choose not to. AI can execute—but only you can decide what to execute.
The next decade belongs to people with agency.
References
1. Dan Koe (2025). "The most important skill to learn in the next 10 years." *The Dan Koe Letters*. https://letters.thedankoe.com/p/the-most-important-skill-to-learn
2. World Economic Forum (2025). *The Future of Jobs Report 2025*. https://www.weforum.org/reports/the-future-of-jobs-report-2025/
3. McKinsey & Company (2026). "McKinsey and World Economic Forum jointly release the 2024 Global Cooperation Barometer." https://www.mckinsey.com.cn/麦肯锡与世界经济论坛联合发布2024年全球合作风向标/
4. Devon Eriksen (2024). *Theft of Fire*. Cited in Dan Koe's discussion of the liberating arts.
5. Deloitte (2023). Research from the Deloitte Future of Work Center on the widening skills gap.
*First published on zhichai.net, exploring the core human competitive advantage in the AI era: Agency.*