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The Reported Engagement with AI Level (REAL) Rating: A Framework for Disclosing

BACKGROUND
1 SIGNALFIRST DETECTED 6 October 2026
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24 Apr
AI to Learn 2.0: A Deliverable-Oriented Governance Framework and Maturity Rubric for Opaque AI in Learning-Intensive Domains

arXiv:2604.19751v1 Announce Type: new Abstract: Generative AI is entering research, education, and professional work faster than current governance frameworks can specify how

REPORT · HOW · ArXiv CS.AIOPEN STORY
7 May
Deployment-Relevant Alignment Cannot Be Inferred from Model-Level Evaluation Alone

arXiv:2605.04454v1 Announce Type: new Abstract: Alignment evaluation in machine learning has largely become evaluation of models. Influential benchmarks score model outputs under

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29 Sept
Working with AI: A Design Framework for Human-AI Collaboration

arXiv:2609.31793v1 Announce Type: new Abstract: Artificial Intelligence (AI), particularly GenAI, is becoming an increasingly important part of modern work. In industrial

REPORT · HOW · 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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