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  Humanity started confusing code generation with real technological progress. Programmers became the new “technical elite” while heavy engineering, aviation, energy systems, and applied physics have largely stagnated. LLMs evolve every few months. But modern civil aircraft are still built on concepts from the last century. It seems we did not hit a computational wall, but a collapse of engineering culture.

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  Modern AI and industry are no longer limited mainly by computing power, but by the lack of 100% precise data. When information is ambiguous, chaos scales automatically. The next technological breakthrough will not come from “bigger AI,” but from deterministic description of non-organic domains: one real object → one precise meaning. Only this foundation can lead to truly reliable technologies and new discoveries.

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  Humanity is not running out of resources. It is running out of precision, meaning, and long-term thinking. When civilization cannot direct wealth into real foundational progress, money and power flow into wars, chaos, and control instead.