[KongchangAI]
Expired70% confidenceFactExact time

The core principles of Skills encapsulation include: only encapsulating validated and effective workflows, supporting on-demand loading, and focusing on inputs and outputs without needing to understand the intermediate process.

2
Sources
70%
Confidence
Medium-term (~90 days)
Relevance
7/2/2026
First Seen

This claim has expired. It is kept for the record and no longer describes the current state.

Valid until: 9/30/2026(expired)

Sources

Claude Code Skills Encapsulation: Making AI Testing Tools Truly Efficient and Reusable
bilibili大孟软件测试课堂6/6/2026

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