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MediSkill-Evo is introduced, which self-evolves governed process knowledge without fine-tuning the backbone, and updates clinical, process, symbolic, and visual knowledge in four typed banks under type-specific validation and scope rules.
ForesightSafety-SAGE is introduced, a fully automated scenario generation and safety evaluation framework for LLM agents that demonstrates the importance of executable, process-level evaluation for understanding and improving LLM agent safety.
This work proposes Wrapper-Based Intent-Form Augmentation (WIFA), an automatic intent-group augmentation method that pairs wrapped harmful examples with structurally matched wrapped benign counterexamples, requiring no external teacher or manual per-wrapper intent labels.
ForesightSafety-TIDE, a controlled evaluation framework that strictly pairs all-honest collaboration with controlled deception by a key evidence holder and analyzes the aggregation process through multi-stage voting, testimony adoption, and evidence-root lineage propagation, reveals both the fragility of distributed fa...
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