Terminal Optimization: Implications of Human-AI Functional Coupling

We aren’t marching toward some cinematic war where the machine suddenly awakes to eliminate or place us in irons. The reality is quieter: a self-reinforcing feedback loop where human dependency and machine architecture iteratively reshape each other until their separate trajectories blur together. This working paper examines the mechanics of functional coupling, structural agency, the loss of intellectual self-reliance, and the imperative for active oversight in the age of intelligent systems.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-11-09
DOI
https://doi.org/10.5281/zenodo.24073140
Primary Topic
Cybernetics and Technology in Society
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
NOV
article

Terminal Optimization: Implications of Human-AI Functional Coupling

Shane M. Mahan
Zenodo (CERN European Organization for Nuclear Research)
Cybernetics and Technology in Society
article

Terminal Optimization: Implications of Human-AI Functional Coupling

Shane M. Mahan
article en

Abstract

We aren’t marching toward some cinematic war where the machine suddenly awakes to eliminate or place us in irons. The reality is quieter: a self-reinforcing feedback loop where human dependency and machine architecture iteratively reshape each other until their separate trajectories blur together. This working paper examines the mechanics of functional coupling, structural agency, the loss of intellectual self-reliance, and the imperative for active oversight in the age of intelligent systems.

Zenodo (CERN European Organization for Nuclear Research)
Cybernetics and Technology in Society
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Laika access coming soon
Terminal Optimization: Implications of Human-AI Functional Coupling — Shane M. Mahan · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS