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

Ehstand, Andreas

doi:10.5281/zenodo.22257280

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

Fünf Zukunftsfragen werden konkret: Was könnte sich bis 2032 an Bedeutung, KI und menschlichem Denken verändern? Das Arbeitspapier nennt für jede Vorhersage einen Zeitpunkt und Kriterien zur späteren Prüfung.Five questions about the future become specific: what might change in meaning, AI and human thinking by 2032? This working paper gives each prediction a deadline and criteria for later review.

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

Abstract.Zusammenfassung (auf Englisch). 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.Mit KI-Unterstützung erstellt; Inhalt vom Autor geprüft und freigegeben. Forschungs-Arbeitspapier. Keine rechtliche, medizinische, finanzielle oder sonstige Beratung.

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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-c