[KongchangAI]
Unverified50% confidenceFactExact time

Few-shot examples are a common technique in prompt engineering, and their core limitations lie in being static and dependent on humans: the examples are written in advance by developers, cannot be automatically updated as the agent runs, and their number is limited by the context window.

1
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50%
Confidence
Long-term
Relevance
10/16/2026
First Seen

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