Accountability for AI agents: from code signing to evidence

Organisations are deploying AI agents faster than they can account for what those agents do. Making a person answer for a group of agents often produces accountability theatre: responsibility without control. Drawing on two scenarios from practice, we argue that accountability is first a property of evidence, and set out what should be signed and recorded about agents, and how to keep those records verifiable through the move to post-quantum signatures, under rules that already apply in Europe. We disagree on how many people should supervise how many agents, and explain why. Three regional readings close the paper: Southeast Asia, the Gulf and Jordan, and the European Union. Joint paper. Regulatory status as of 8 October 2026.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-10-08
DOI
https://doi.org/10.5281/zenodo.23232997
Primary Topic
Digitalization, Law, and Regulation
Type
preprint
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
preprint

Accountability for AI agents: from code signing to evidence

Mohamad Amin Hasbini, Alan Seow
Zenodo (CERN European Organization for Nuclear Research)
Digitalization, Law, and Regulation
preprint

Accountability for AI agents: from code signing to evidence

Mohamad Amin Hasbini, Alan Seow
preprint en

Abstract

Organisations are deploying AI agents faster than they can account for what those agents do. Making a person answer for a group of agents often produces accountability theatre: responsibility without control. Drawing on two scenarios from practice, we argue that accountability is first a property of evidence, and set out what should be signed and recorded about agents, and how to keep those records verifiable through the move to post-quantum signatures, under rules that already apply in Europe. We disagree on how many people should supervise how many agents, and explain why. Three regional readings close the paper: Southeast Asia, the Gulf and Jordan, and the European Union. Joint paper. Regulatory status as of 8 October 2026.

Zenodo (CERN European Organization for Nuclear Research)
Digitalization, Law, and Regulation
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.