Judgment Telemetry for Agentic AI Systems: From Behavioural Events to Auditable Responsibility Flows

This working paper proposes a minimal judgment telemetry schema for agentic AI systems. While contemporary runtime governance frameworks focus on behavioural telemetry—actions taken, tools invoked, policies triggered—they systematically omit judgment delegation and responsibility flow. The schema introduced here specifies governance-facing fields that render delegation events, authority states, override conditions, and responsibility anchoring observable and auditable, without requiring access to model internals or proprietary decision logic.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-01-21
DOI
https://doi.org/10.5281/zenodo.18320395
Primary Topic
Multi-Agent Systems and Negotiation
Type
article
Field-Weighted Citation Impact
0.00
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article

Judgment Telemetry for Agentic AI Systems: From Behavioural Events to Auditable Responsibility Flows

Sincere Ann Ma
Zenodo (CERN European Organization for Nuclear Research)
Multi-Agent Systems and Negotiation
article

Judgment Telemetry for Agentic AI Systems: From Behavioural Events to Auditable Responsibility Flows

Sincere Ann Ma
article en

Abstract

This working paper proposes a minimal judgment telemetry schema for agentic AI systems. While contemporary runtime governance frameworks focus on behavioural telemetry—actions taken, tools invoked, policies triggered—they systematically omit judgment delegation and responsibility flow. The schema introduced here specifies governance-facing fields that render delegation events, authority states, override conditions, and responsibility anchoring observable and auditable, without requiring access to model internals or proprietary decision logic.

Zenodo (CERN European Organization for Nuclear Research)
Peace, Justice and strong institutions
Openalex Percentile: Top 83%
Multi-Agent Systems and Negotiation
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Judgment Telemetry for Agentic AI Systems: From Behavioural Events to Auditable Responsibility Flows — Sincere Ann Ma · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS