HUMANINCOMPLEXITY

RESEARCH & PAPERS

Research at the intersection of human systems and AI.

Conceptual work is presented with its publication status clearly identified. The aim is to connect operational practice with scholarship without overstating what the evidence supports.

SCHOLAR-PRACTITIONER CONCEPTUAL PAPER · 2026

The Human-Constant AI Implementation Model™

A framework for leading AI implementation in human systems. The model argues that implementation should begin with the enduring human work system rather than with the tool, then establish the intended human-AI relationship, preserve human agency and competence, treat implementation as a continuing learning process, and measure what happens to both the organization and the people within it.

Publication status: SSRN preprint; not peer reviewed.

Paper details