17
Decision Authority Does Not Shift All at Once: Stages 9 to 14
Even if AI performs better, decision authority does not transfer immediately. Each time evidence piles up and responsibility is assigned, authority moves toward AI little by little.
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18
Even Your House Deed Is Just Paper: The Final AI Stages That Ask Who Protects Ownership
Even after ability and decision authority move toward AI, people try to rely on ownership. But ownership is not a natural law. It is a promise society protects.
19
AI Era Survival Strategy: Turn Skill into Credentials and Ownership
Skill is necessary, but it does not protect you to the end. In the AI era, skill has to be converted into credentials, responsible seats, and ownership.
20
An AI Answer Is Only the Start: Know-How Comes from Testing It in Reality
The valuable knowledge is not just the answer AI provides, but the record of where that answer fails in practice and how it must be changed.
21
AI Beat Go. Why Is Welding Still Hard? Humans Stop, Machines Repeat
Humans infer danger from a few clues and stop. Machines repeat many times, compare scores, and learn.
22
The Trap in Reviewing AI Outputs: Do Not Lower the Ceiling While Catching Errors
Block obvious defects, but do not block the chance of a better result.