Why it matters

Curated examples shape performance. Understanding shapes prompt design.

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The architecture

Store: examples with metadata.

Retrieve: relevant per query.

Inject into prompt.

Few-shot libraryExample storewith metadataRetrieveper query relevanceInjectinto promptDynamic few-shot outperforms static; combine with RAG techniques
Few-shot library.
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How it works end to end

Examples: input + output pairs + tags.

Retrieval: vector or keyword.

Dynamic: top-k per query.

Curate quality.