September 15, 2026 - Lineage Update: Human-AI Cognitive Development Is Not Human-AI Cognitive Co-Evolution. Why Later Use of the Field Phrase Requires Clear Attribution, Distinction, and Chronology

This note does not assert copying, intent, or derivation. It records a chronology and terminology boundary.

A current reviewed version of Matt Hasan’s SSRN paper on Human-AI Cognitive Co-evolution / HACC contains the phrase Human-AI Cognitive Development, including as a section heading, without an identified reference to Marina A. Popova, Third Organism, Cognitivity Sculpting, or the earlier public Human-AI Cognitive Development lineage.

That matters because Human-AI Cognitive Development is not a generic substitute for human-AI interaction, human-AI collaboration, cognitive synergy, cognitive co-evolution, or AI-supported learning.

It is Marina A. Popova’s authored structure-first field direction, developed through Cognitivity Sculpting, Third Organism, Cognitive Wrappers, co-thinking practice, and related public records.

The protected concern is not whether another author may study human-AI cognitive change. They may.

The protected concern is whether a later framework can use the field phrase Human-AI Cognitive Development while bypassing the earlier authored lineage that introduced and structured that field direction.

Similarity requires inspection.
Inspection requires chronology.
Chronology requires fair distinction.

How to Cite:
Popova, Marina A. (2026). Development Note. Lineage Update: Human-AI Cognitive Development Is Not Human-AI Cognitive Co-Evolution. Why Later Use of the Field Phrase Requires Clear Attribution, Distinction, and Chronology. First published: September 15, 2026. URL: https://marinaapopova.com/global-developments.html

© Marina A. Popova. All rights reserved. First published: September 15, 2026.