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The paper "MDSKILL: Learning to Internalize Skill Memory through Multi-View Distillation for Efficient Dynamic Agent Self-Evolution" proposes a multi-view distillation scheme to address the noise and entanglement problems in the process of internalizing skill memory.
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11/4/2026
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VerifiedThe essence of the Skill mechanism is to make implicit prompt knowledge explicit and versioned, so that it can be stored, shared, and iterated upon just like code.71% similarUnverified每一个可被自动调用的技能都会占用上下文窗口，技能越多，模型决策时需要处理的描述信息越多，增加token消耗并可能导致错误的调用判断70% similarUnverifiedSkill.md differs from fine-tuning (which changes model weights) and prompt engineering (which relies on the context of a single conversation): it is a reusable asset independent of the model that can be loaded by an agent at runtime and followed step by step.70% similarVerifiedA Skill is the concept of packaging multi-step interaction logic, context management, and output constraints into a callable unit, distinct from a single-interaction prompt template.70% similar
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