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Learnware and AI Model Management System

arXiv · AI, language, vision and robotics · article · Sep 10, 2026 · UTC

The transition from file storage to database management systems transformed stored data into managed resources. AI now faces an analogous transition from AI model storage to AI model management. Existing model pools essentially serve as \textit{AI model storage systems}. What is needed instead are \textit{AI model management systems} that enable models trained by different developers, for different tasks, with different data, and under different objectives to be identified, reused, and even assembled to address future user tasks. Because AI model developers are generally unwilling to share the

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Evidence & attribution

First collected: 2026-09-20T19:02:05.452Z. This is not the publication date.