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AI to Learn 2.0: A Deliverable-Oriented Governance Framework and Maturity Rubric

BACKGROUND
1 SIGNALFIRST DETECTED 24 April 2026
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29 Apr
AI Identity: Standards, Gaps, and Research Directions for AI Agents

arXiv:2604.23280v1 Announce Type: new Abstract: AI agents are now running real transactions, workflows, and sub-agent chains across organizational boundaries without continuous

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25 Apr
AI Governance under Political Turnover: The Alignment Surface of Compliance Design

arXiv:2604.21103v1 Announce Type: new Abstract: Governments are increasingly interested in using AI to make administrative decisions cheaper, more scalable, and more consistent.

REPORT · HOW · ArXiv CS.AIOPEN STORY
31 Mar
Transparency as Architecture: Structural Compliance Gaps in EU AI Act Article 50 II

arXiv:2603.26983v1 Announce Type: new Abstract: Art. 50 II of the EU Artificial Intelligence Act mandates dual transparency for AI-generated content: outputs must be labeled in

REPORT · HOW · ArXiv CS.AIOPEN STORY
8 Apr
From Governance Norms to Enforceable Controls: A Layered Translation Method for Runtime Guardrails in Agentic AI

arXiv:2604.05229v1 Announce Type: new Abstract: Agentic AI systems plan, use tools, maintain state, and produce multi-step trajectories with external effects. Those properties

REPORT · HOW · ArXiv CS.AIOPEN STORY
1 May
The Two Boundaries: Why Behavioral AI Governance Fails Structurally

arXiv:2604.27292v1 Announce Type: new Abstract: Every system that performs effects has two boundaries: what it can do (expressiveness) and what governance covers (governance). In

REPORT · WHAT · ArXiv CS.AIOPEN STORY
11 Aug
The Capability Ladder: A Curriculum-Modernization Framework for Workforce Readiness in the AI Era

arXiv:2608.07779v1 Announce Type: new Abstract: Artificial intelligence is changing the task composition of computing work faster than curricula and training typically adapt. This

REPORT · WHAT · ArXiv CS.AIOPEN STORY
1 May
End-to-End Evaluation and Governance of an EHR-Embedded AI Agent for Clinicians

arXiv:2604.27309v1 Announce Type: new Abstract: Clinical AI systems require not just point-in-time evaluation but continuous governance: the ongoing practice of monitoring,

REPORT · WHAT · ArXiv CS.AIOPEN STORY
27 Apr
Rethinking Publication: A Certification Framework for AI-Enabled Research

arXiv:2604.22026v1 Announce Type: new Abstract: AI research pipelines now produce a growing share of publishable academic output, including work that meets existing peer-review

REPORT · HOW · ArXiv CS.AIOPEN STORY
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