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This article provides 5 practical paths for ordinary people to position themselves in the AI and computing power era. It helps you choose the right structure, avoid being replaced by AI, and seize long-term opportunities in the new wave.

From Underlying Logic Observation Notes
In this article, we bring the “computing power era” down from grand national competition and industrial structure to practical choices that ordinary people can grasp, choose, stand firm on, and leap forward.
This is not a technical tutorial, not AI tool training, not coding lessons. It is the underlying logic of survival, development, and upward mobility that ordinary people must master in the AI and computing power era.
Following the previous 16 articles: structure, era position, cross-era competitiveness, leapfrogging, certainty, computing power landscape… Personal destiny in the computing power era comes down to one thing: choose the right position, stand in the right structure.
Many people misunderstand the computing power era as only for:
But the real computing power era is a full-scale position restructuring: Everyone’s value, job, track, and ceiling are being redefined.
AI does not exist to replace one group of people. AI exists to reallocate the entire social value chain.
Where you stand in the value chain directly determines whether you are replaced, augmented, or exponentially amplified.
AI is not omnipotent, but it is a highly structured, efficient, low-cost structural replacer.
It will steadily replace:
It will strongly empower:
The heart of the computing power era is never “how strong AI is,” but: Which layer of the value chain you stand on, and which point in the structure you occupy.
In the next decade, everyone will fall into three categories:
Jobs directly covered, compressed, or eliminated by AI. Value drops to near zero, trapped in endless downward competition.
AI becomes your “external brain” and super tool. Efficiency multiplies, value rises steadily, career security and stable income.
You stand above computing power and AI as an AI-driven talent, creator, or decision-maker. One person equals ten, a hundred, or a thousand others. Value grows exponentially, achieving class mobility.
The computing power era is not an era of elimination. It is an era of intense stratification.
The dividing line is not effort, education, or background. It is position and structure.
These five paths are realistic, actionable, and stable for ordinary people, each built on the logic of the previous 16 articles.
AI excels at execution, process, repetition, and standardization. It struggles with judgment, choice, decision-making, responsibility, and value trade-offs.
The most scarce, secure, and valuable role in the future is not someone who “gets things done,” but someone who “decides what to do, what not to do, and what priorities are.”
Shift from:
To:
Judgment is the top core position in the computing power era.
AI can easily master any single skill: copywriting, spreadsheets, design, coding, data, customer service, operations…
Single skills depreciate rapidly and are easily replaced.
But AI struggles to replace unique, scarce, cross-domain skill combinations.
The most valuable combinations include:
The more unique, scarce, and hard to copy your combination, the more stable your position and higher your ceiling.
In the AI era, single-domain experts are common. What’s scarce is people who connect multiple fields and create new value.
Classic high-value combinations:
Cross-domain integration is the best path for ordinary people to avoid red oceans, seize blue oceans, and leap forward.
The threshold of the future is not “whether you can use AI,” but: Can you make AI create value for you stably, continuously, and at scale?
Tool users (basic):
Tool masters (core):
Tool use is standard. Tool mastery is the high-value position.
The wrong question in the computing power era: “What job should I get?”
The right question: “Which layer of the entire value chain am I on?”
Higher on the value chain means:
Value-chain thinking is your position map in the computing power era.
These are not short-term fads. They are long-term rising, structurally stable, cycle-resistant positions:
People who collaborate with AI, get amplified, and boost efficiency.
Chips, data centers, computing networks, operation, engineering, scheduling.
The most stable and reliable structural track for the next decade.
Experts in processes, security, cross-border operations, and risk.
Communication is a value amplifier and personal brand springboard.
In the next decade, you don’t need to be an AI expert, coder, or PhD.
You only need four things:
The computing power era does not eliminate ordinary people. It eliminates those who stand in the wrong place, refuse to move, and are trapped in old structures.
The essence of the computing power era is not fiercer competition, but the reallocation of global value and positions.
Your position determines everything: income, security, growth, freedom, choices, future.
The ultimate standard of a top position:
The ultimate underlying logic: Find your position. Make AI your power, not your opponent.