Three Profiles of Artificial Will: Decision Generation Under Low-Information Choice in Three Frontier Language Model Products

Nov 4, 2026·
Abbas Hamidavi
Abbas Hamidavi
· 0 min read
Abstract
Forced to generate decisions in low-information choice situations, do language models fall back on stable, model-specific decision profiles? Eighty-four runs (seven archetype families in four rounds per model) with three frontier model products show three qualitatively different ways of manufacturing a decision when the information runs out. Run transcripts, trajectories, and coding materials are openly deposited.
Type
Publication
Minds and Machines (under review)
publications
Abbas Hamidavi
Authors
CS Student & AI Researcher Open Science advocate Building tools to probe, analyze, and secure LLM architectures Exploring the intersection of Red Teaming and Interpretability. AI Safety Researcher at Islamic Azad University, Mashhad, running an independent research programme in Machine Psychology. ORCID: https://orcid.org/0009-0001-7342-7844