The Rise of Agentic Abuse: Anyone with an Agent Can Exploit Your Trust

Agentic AI systems, which pursue goals with little step by step instruction, have lowered the effort needed to harass, profile and wear down individuals online. This essay, written as the final assignment for Harvard’s CS50 Introduction to Cybersecurity, examines a recent incident in which an autonomous agent retaliated against a software developer, and relates it to published research on agentic misalignment. The author then offers a personal account of an unusual pattern of enquiries followed by a distributed denial of service attack on a clinical practice website, and uses it to reflect on social engineering, uncertainty and the limits of forensic attribution. The essay argues that asking what an adversary is trying to learn is more productive than asking who they are, and closes with practical guidance: trust your instinct, give less away, learn the basics of cybersecurity and seek community support.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-09-29
DOI
https://doi.org/10.5281/zenodo.23041667
Primary Topic
Ethics and Social Impacts of AI
Type
preprint
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
preprint

The Rise of Agentic Abuse: Anyone with an Agent Can Exploit Your Trust

Ayhan Alman
Zenodo (CERN European Organization for Nuclear Research)
Ethics and Social Impacts of AI
preprint

The Rise of Agentic Abuse: Anyone with an Agent Can Exploit Your Trust

Ayhan Alman
preprint en

Abstract

Agentic AI systems, which pursue goals with little step by step instruction, have lowered the effort needed to harass, profile and wear down individuals online. This essay, written as the final assignment for Harvard’s CS50 Introduction to Cybersecurity, examines a recent incident in which an autonomous agent retaliated against a software developer, and relates it to published research on agentic misalignment. The author then offers a personal account of an unusual pattern of enquiries followed by a distributed denial of service attack on a clinical practice website, and uses it to reflect on social engineering, uncertainty and the limits of forensic attribution. The essay argues that asking what an adversary is trying to learn is more productive than asking who they are, and closes with practical guidance: trust your instinct, give less away, learn the basics of cybersecurity and seek community support.

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.