Unverified50% confidenceSolutionExact time
The progressive disclosure strategy splits knowledge into separate Skill documents, normally keeping only a short index in the context and dynamically loading the full content only when needed.
1
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50%
Confidence
Long-term
Relevance
9/16/2026
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Related Claims
UnverifiedSummary tools are suited for the screening stage, breakdown tools are suited for aiding comprehension of difficult books, and truly internalizing knowledge requires relying on active output.75% similarVerifiedSkills enable on-demand loading of specialized knowledge through a progressive disclosure mechanism, loading a particular type of expertise into context only when the task genuinely requires it.72% similarUnverifiedThe core of context engineering is to maximize the density of task-relevant information within a limited total token budget, encompassing five dimensions: file selection, snippet selection, conversation history, rule files, and tool call results72% similarUnverifiedThe document-as-skill pattern means that knowledge updates only require modifying documents and re-indexing, without retraining or fine-tuning the model, thereby decoupling knowledge maintenance from model evolution.71% similar
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