The Perceptual Horizon Error: Gratitude, Adversarial Narrowing, and the Preservation of Possibility in Human and Artificial Intelligence

Bismillah. A conceptual and methodological research preprint introducing the Perceptual Horizon Error -- the mistaken treatment of presently accessible possibilities as the complete space of outcomes. Identifies a dual-sided failure mode: the target mistakes restricted options for completeness, while the adversary assumes its restriction strategy will persist across future conditions. Proposes the Perceptual Horizon Resilience Protocol (PHRP), a six-phase EESS companion workflow, and five falsifiable hypotheses (H1--H5) with a proposed 2x2 factorial pilot design. No empirical results are claimed. Cross-model review by Claude Opus 4.6; nine findings dispositioned in the appendix. Bismillah.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-11-01
DOI
https://doi.org/10.5281/zenodo.23861881
Primary Topic
Decision-Making and Behavioral Economics
Type
preprint
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preprint

The Perceptual Horizon Error: Gratitude, Adversarial Narrowing, and the Preservation of Possibility in Human and Artificial Intelligence

Bilal Syed Arfeen, GPT-6 ChatGPT
2 links
Zenodo (CERN European Organization for Nuclear Research)
Decision-Making and Behavioral Economics
preprint

The Perceptual Horizon Error: Gratitude, Adversarial Narrowing, and the Preservation of Possibility in Human and Artificial Intelligence

Bilal Syed Arfeen, GPT-6 ChatGPT
preprint en

Abstract

Bismillah. A conceptual and methodological research preprint introducing the Perceptual Horizon Error -- the mistaken treatment of presently accessible possibilities as the complete space of outcomes. Identifies a dual-sided failure mode: the target mistakes restricted options for completeness, while the adversary assumes its restriction strategy will persist across future conditions. Proposes the Perceptual Horizon Resilience Protocol (PHRP), a six-phase EESS companion workflow, and five falsifiable hypotheses (H1--H5) with a proposed 2x2 factorial pilot design. No empirical results are claimed. Cross-model review by Claude Opus 4.6; nine findings dispositioned in the appendix. Bismillah.

Zenodo (CERN European Organization for Nuclear Research)
Decision-Making and Behavioral Economics
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