Prompting for Vector Databases & Semantic Search

Optimize query formatting, hybrid search parameters, and metadata retrieval filtering through LLM prompting. Tests metadata extraction, embedding preparation, and retrieval ranking logic.

Vector database queryingMetadata extractionSemantic search optimizationHybrid search prompting

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Pick the difficulty that matches where you are. You can come back and try a harder level later.

Beginner

Vector Database Metadata Extraction Prompt

Extract key metadata fields from raw text as structured JSON for vector search.

2 hours 3 criteria

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Intermediate

Semantic Query Rewriting for Search Optimization

Design a query rewriting prompt that maps conversational searches to search terms and filters.

3 hours 3 criteria

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Advanced

Hybrid Retrieval Prompt Orchestration Framework

Build an orchestration prompt chain that filters, reranks, and ground-answers search results.

5 hours 3 criteria

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