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SkillAA: Attribution-Guided Skill-Graph Updating with Targeted Validation and Rollback

arXiv · Artificial Intelligence · article · Sep 17, 2026 · UTC

External skills provide domain procedures without parameter updates, but existing methods often edit skills directly from failed rollouts without structured routing from an observed failure to an editable location; existing skill graphs also underuse semantic boundaries, object addresses, and topological dependencies for skill retrieval, targeted updating, and scoped validation. We introduce SkillAA (Skill Abductive Attribution), a structured skill-optimization framework for frozen language models. It represents skill applicability, execution, and composition in a unified graph, allowing the s

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Evidence & attribution

First collected: 2026-09-19T20:26:32.566Z. This is not the publication date.