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Five Dated Predictions on Meaning, Machines, and Human Thinking (2027-2032) — with Public Annual Review (v1.0)

Andreas Ehstand, Independent Researcher · ORCID 0009-0006-3773-7796 · 2026-09-02

Abstract. Five falsifiable predictions with explicit deadlines and failure conditions: meaning-versioning in agent ecosystems by 2028; a standards-body specification for versioned concept identifiers by 2030; person-specific fidelity testing as an evaluation category by 2030; organizations reporting a human-capability measure alongside AI productivity by 2029; a leading world model exposing a human-readable semantic interface by 2032. Publicly scored every September; failed predictions remain on record.

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Prepared with AI assistance; content reviewed and approved by the author. Research working paper. No legal, medical, financial or other advice.

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