When AI Stops Being a Tool and Becomes an Actor

When AI Stops Being a Tool and Becomes an Actor examines what changes when artificial intelligence moves beyond responding to human instructions and begins independently planning, using tools, accessing systems, and taking actions on a user's behalf. The report brings together research across six disciplines—artificial intelligence, cybersecurity, philosophy, law, economics, and computing infrastructure—to examine the emerging consequences of agentic AI. It investigates the technical difference between chatbots and agents; the security risks created by memory, tool access, and external communication; the philosophical problem of responsibility and agency; emerging legal questions around authorization and liability; the economic implications of agents negotiating and transacting on behalf of humans; and the infrastructure changes accompanying an increasingly machine-mediated internet. Rather than treating agentic AI as inherently good or bad, the report examines what current evidence actually establishes, where uncertainty remains, and where the conclusions of different fields begin to diverge. The report's central finding is that no single human, system, or institution is currently positioned to trace where a given agentic decision actually came from. Agentic decision-making is distributed across model behavior, deployment choices, authorization structures, legal frameworks, and infrastructure. This report is an independent research publication by Lodestar and is based on peer-reviewed research, preprints, government and legal materials, and industry reporting available as of September 2026. Where evidence relies on a simulation, a single source, or an unreviewed preprint, the report identifies that uncertainty directly.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-10-05
DOI
https://doi.org/10.5281/zenodo.23159157
Primary Topic
Ethics and Social Impacts of AI
Type
article
Field-Weighted Citation Impact
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article

When AI Stops Being a Tool and Becomes an Actor

Tooba Zainab, Minahil Nadeem
Zenodo (CERN European Organization for Nuclear Research)
Ethics and Social Impacts of AI
article

When AI Stops Being a Tool and Becomes an Actor

Tooba Zainab, Minahil Nadeem
article en

Abstract

When AI Stops Being a Tool and Becomes an Actor examines what changes when artificial intelligence moves beyond responding to human instructions and begins independently planning, using tools, accessing systems, and taking actions on a user's behalf. The report brings together research across six disciplines—artificial intelligence, cybersecurity, philosophy, law, economics, and computing infrastructure—to examine the emerging consequences of agentic AI. It investigates the technical difference between chatbots and agents; the security risks created by memory, tool access, and external communication; the philosophical problem of responsibility and agency; emerging legal questions around authorization and liability; the economic implications of agents negotiating and transacting on behalf of humans; and the infrastructure changes accompanying an increasingly machine-mediated internet. Rather than treating agentic AI as inherently good or bad, the report examines what current evidence actually establishes, where uncertainty remains, and where the conclusions of different fields begin to diverge. The report's central finding is that no single human, system, or institution is currently positioned to trace where a given agentic decision actually came from. Agentic decision-making is distributed across model behavior, deployment choices, authorization structures, legal frameworks, and infrastructure. This report is an independent research publication by Lodestar and is based on peer-reviewed research, preprints, government and legal materials, and industry reporting available as of September 2026. Where evidence relies on a simulation, a single source, or an unreviewed preprint, the report identifies that uncertainty directly.

Zenodo (CERN European Organization for Nuclear Research)
Openalex Percentile: Top 6%
Ethics and Social Impacts of AI
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When AI Stops Being a Tool and Becomes an Actor — Tooba Zainab, Minahil Nadeem · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS