Loyalty and Competence in the Machine: Frontier AI and Autocratic Survival

Artificial intelligence (AI) can now do part of the work of the police, officials and analysts on whom an autocrat depends. The same agents are best placed to remove it. We model a survival-seeking autocrat who chooses how much of its apparatus of control to hand to AI, knowing that whoever controls the AI could turn it against the autocrat. The autocrat automates fully when the AI cannot be turned against it. Otherwise it keeps human agents as a counterweight, and the more capable the AI, the smaller the share it receives: the loyalty–competence trade-off reappears for machines. The autocrat wants AI without autonomy to be as capable as possible, but autonomous AI to be only so capable. Automation shrinks the coalition the autocrat must pay and can end the provision of public goods. Better AI leads benevolent autocrats to abdicate, so the autocracies that remain are increasingly kleptocratic. The model applies to any autocracy, including the many that import AI: for them the foreign supplier is one more controller, and the commercial gains stay with the exporter. The leading evidence for "AI-tocracy", on facial recognition in China, lies at a corner of the model: state data, a narrow task, no autonomy. Frontier AI lies elsewhere. We derive five channels through which it may weaken the mutual reinforcement of AI and autocracy, and the tests that would distinguish them.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-10-30
DOI
https://doi.org/10.5281/zenodo.23786280
Primary Topic
Ethics and Social Impacts of AI
Type
preprint
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
preprint

Loyalty and Competence in the Machine: Frontier AI and Autocratic Survival

Gwang-Syung George Hwang
4 links
Zenodo (CERN European Organization for Nuclear Research)
Ethics and Social Impacts of AI
preprint

Loyalty and Competence in the Machine: Frontier AI and Autocratic Survival

Gwang-Syung George Hwang
preprint en

Abstract

Artificial intelligence (AI) can now do part of the work of the police, officials and analysts on whom an autocrat depends. The same agents are best placed to remove it. We model a survival-seeking autocrat who chooses how much of its apparatus of control to hand to AI, knowing that whoever controls the AI could turn it against the autocrat. The autocrat automates fully when the AI cannot be turned against it. Otherwise it keeps human agents as a counterweight, and the more capable the AI, the smaller the share it receives: the loyalty–competence trade-off reappears for machines. The autocrat wants AI without autonomy to be as capable as possible, but autonomous AI to be only so capable. Automation shrinks the coalition the autocrat must pay and can end the provision of public goods. Better AI leads benevolent autocrats to abdicate, so the autocracies that remain are increasingly kleptocratic. The model applies to any autocracy, including the many that import AI: for them the foreign supplier is one more controller, and the commercial gains stay with the exporter. The leading evidence for "AI-tocracy", on facial recognition in China, lies at a corner of the model: state data, a narrow task, no autonomy. Frontier AI lies elsewhere. We derive five channels through which it may weaken the mutual reinforcement of AI and autocracy, and the tests that would distinguish them.

Zenodo (CERN European Organization for Nuclear Research)
Peace, justice, and strong institutions
Ethics and Social Impacts of AI
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