#governance-framework News & Analysis

3 articles tagged with #governance-framework. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

3 articles

AIBullisharXiv – CS AI · Apr 147/10

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Governed Reasoning for Institutional AI

Researchers propose Cognitive Core, a governed AI architecture designed for high-stakes institutional decisions that achieves 91% accuracy on prior authorization appeals while eliminating silent errors—a critical failure mode where AI systems make incorrect determinations without human review. The framework introduces 'governability' as a primary evaluation metric alongside accuracy, demonstrating that institutional AI requires fundamentally different design principles than general-purpose agents.

AIBullisharXiv – CS AI · Mar 167/10

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Human-AI Governance (HAIG): A Trust-Utility Approach

Researchers introduce the Human-AI Governance (HAIG) framework that treats AI systems as collaborative partners rather than mere tools, proposing a trust-utility approach to governance across three dimensions: Decision Authority, Process Autonomy, and Accountability Configuration. The framework aims to enable adaptive regulatory design for evolving AI capabilities, particularly as foundation models and multi-agent systems demonstrate increasing autonomy.

AIBullisharXiv – CS AI · Mar 116/10

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Governance Architecture for Autonomous Agent Systems: Threats, Framework, and Engineering Practice

Researchers propose a four-layer Layered Governance Architecture (LGA) framework to address security vulnerabilities in autonomous AI agents powered by large language models. The system achieves 96% interception rate of malicious activities including prompt injection and tool misuse with only 980ms latency.

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