Who Owns the Agent? The Intent Architecture Stack (Framework White Paper v1.0)

An AI agent will eventually take an unexpected action that is logged in perfect detail yet answerable by no one, and the board will ask who in the organization was responsible. This white paper introduces the Intent Architecture Stack, a three-layer organizational design framework (Context, Intent, Governance) that answers that accountability question before the incident occurs. It shows that five major governance frameworks (NIST AI RMF, the EU AI Act, ISO/IEC 42001, the Cloud Security Alliance's Agentic Trust Framework, and Microsoft's Responsible AI Standard) require agent-level accountability but do not specify the organizational design that makes it operational, and it provides that design, operationalized for Microsoft-first regulated enterprises and grounded in 2024 to 2026 incidents, litigation, and regulatory guidance.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-05-31
DOI
https://doi.org/10.5281/zenodo.20481550
Primary Topic
Ethics and Social Impacts of AI
Type
article
Field-Weighted Citation Impact
0.00
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article

Who Owns the Agent? The Intent Architecture Stack (Framework White Paper v1.0)

Sougata Roy
Zenodo (CERN European Organization for Nuclear Research)
Ethics and Social Impacts of AI
article

Who Owns the Agent? The Intent Architecture Stack (Framework White Paper v1.0)

Sougata Roy
article en

Abstract

An AI agent will eventually take an unexpected action that is logged in perfect detail yet answerable by no one, and the board will ask who in the organization was responsible. This white paper introduces the Intent Architecture Stack, a three-layer organizational design framework (Context, Intent, Governance) that answers that accountability question before the incident occurs. It shows that five major governance frameworks (NIST AI RMF, the EU AI Act, ISO/IEC 42001, the Cloud Security Alliance's Agentic Trust Framework, and Microsoft's Responsible AI Standard) require agent-level accountability but do not specify the organizational design that makes it operational, and it provides that design, operationalized for Microsoft-first regulated enterprises and grounded in 2024 to 2026 incidents, litigation, and regulatory guidance.

Zenodo (CERN European Organization for Nuclear Research)
Peace, Justice and strong institutions
Openalex Percentile: Top 4%
Ethics and Social Impacts of AI
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