Ten years ago, my personal roadmap was very simple: learn a marketable skill, improve a little each year, and gradually climb upward.

At that time, this logic worked because manpower and time were everyone's ceilings.
Now? I’ve seen teams composed of just two people plus three automation scripts, producing more than the six-person departments I used to manage.
AI isn’t doing those big tasks that are obvious at a glance, but rather the invisible labor you never realized before: automatically organizing on-chain data, monitoring abnormal transaction patterns at 3 a.m., helping you draft the first version of a proposal so you only need to modify the final version, and managing those recurring anxiety issues within the community.
You say this is efficiency improvement, but it’s actually quietly changing your perception of “whether I am working.”
Many people have been conditioned from childhood to reflexively think: being busy equals being useful.
AI quietly cuts this connection.
You finish a week’s worth of content output, research notes, replies, even half of your logical structuring before lunch, then sit there in the afternoon and suddenly don’t know what to do.
It’s not that there’s nothing to do, but that the reason to “stick it out” is gone.
Then you feel inexplicably guilty, as if you’re slacking off.
My straightforward judgment about 2030 is:
The most valuable people won’t be the ones with the strongest technical skills, nor the ones who are best at generating traffic.
It will be those who can build a small ecosystem for themselves.
This ecosystem combines several elements: a trusting audience (even if only a few hundred people), two or three AI agents handling repetitive tasks for you, your aesthetic judgment and decision-making ability, plus ultimate authority.
It’s like a small media company with a personal identity plus a micro-investment lab.
I’ve already seen clear signs of this in the crypto space and creator economy.
Some run a single information source alone, using automation scripts to detect on-chain anomalies, manually screening the data, then using language models to analyze, producing content density higher than five interns.
Others generate visual content with AI, write basic contract logic, or even automatically respond to common community questions, only making top-level strategic decisions.
Some feed parts of their decision logic into AI, letting it automatically trigger certain conditions and execute tasks, while they only review anomalies.
The strangest contradiction here is: this future sounds both free and exhausting.
In the past, we said freedom meant not having to listen to a boss.
Now, freedom might mean: coordinating four or five AI systems daily, managing your digital identity, energy allocation, and knowing when to intervene manually.
You can never truly clock out because the systems are still running, the community is still talking, and models are still learning.
You’re just not in front of the screen anymore.
So I really believe that in the next decade, the biggest divide won’t be between the rich and the poor, nor between those who understand technology and those who don’t.
It will be between those who can command AI and those who can only follow instructions.
The former will increasingly resemble operators of small systems, while the latter might get stuck on an assembly line accelerated by AI, with more detailed commands and faster rhythms.
The creator economy will also be reshaped by this.
In the past, creators competed on output and distribution; in the future, it will be about whether you can design a semi-automated system around yourself: input your judgments and taste, output content, interactions, and even small-scale commercial loops.
Your uniqueness will no longer be physical effort but that 20% of decisions and aesthetics that others can’t imitate.
My prediction is: by 2030, the most stable career state won’t be full-time employment or traditional freelancing, but “personal system operators.”
You won’t be running a company but a small world made up of you, your agents, your audience, and your rules.
What do you think?
Will AI make more people more independent, or will it push everyone into being individual entrepreneurs chased by algorithms?
I’m actually quite curious.