Back to search

Article

From Model Assurance to Causal Answerability: A Multi-Timescale Information Architecture for Governed Agentic AI

2026-07-21

Abstract excerpt

Agentic artificial intelligence turns model outputs into state-changing commitments, making model-level evaluation necessary but insufficient for governance. This article develops a causal answerability architecture that connects three timescales: pre-deployment capability assurance, in-actu admissibility control, and post-action consequence reconciliation. An integrative design-science synthesis draws on cybernet...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work
ad877be0-aa9e-5099-8f07-a7cfb29b79f1
DOI
10.20944/preprints202607.1556.v1
Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest
Interactive article relationship graphSelect a related publication card to move it into the centre and load its closest explainable connections. Solid lines are source-backed structured connections. Dashed lines are semantic discovery signals and are not scientific evidence.
From Model Assurance to Causal Answerability: A Multi-Timescale Information Architecture for Governed Agentic AIDOI 10.20944/preprints202607.1556.v1
Trustworthy Agentic AI: A Rapid, PRISMA-Informed Evidence Review of Safety, Explainability, Alignment, and Human Oversight in Autonomous AI SystemsSemantic proximity
A Concern-Oriented Governance Approach for Securing Agentic AISemantic proximity
SORT-AI: Domain Architecture and Structural Diagnostics for Advanced AI SystemsSemantic proximity
Engineering Explainable AI Systems for GDPR-Aligned Decision Transparency: A Modular Framework for Continuous ComplianceSemantic proximity
Balancing autonomy and oversight in reliable agentic artificial intelligence through adaptive human interaction architecturesSemantic proximity
HCI-EDM: Performance-Grounded Interpretability: Exposing Evaluation-Certified Agent Behavior Through Evaluation-Driven MemorySemantic proximity
A Persistent Fleet of AI Scientists Exhibits Cooperative and Autopoietic BehaviorSemantic proximity
Agentic AI: A Review, Applications, and Open Research ChallengesSemantic proximity
Coverage and Complementarity of Three Agentic AI Risk Taxonomies Across 131 Real World IncidentsSemantic proximity
Artificial eXperience Intelligence (AXI): An Engineering Discipline for the Human Experience of AI SystemsSemantic proximity
From Prediction to Agency: A Constrained Decision Framework and Governance Stack for Agentic AI in Clinical DiagnosticsSemantic proximity
From Feature Variability to Agency Variability: A Software Product-Line Engineering Framework for Governed Agentic AI SystemsSemantic proximity
Select a neighboring publication to make it the new centre.