similarity-search-patterns

name	similarity-search-patterns
description	Implement efficient similarity search with vector databases. Use when building semantic search, implementing nearest neighbor queries, or optimizing retrieval performance.
type	skill
created	2026-02-27T00:00:00.000Z
domain	software-development
category	architecture
risk	safe
source	community
tags	["skill","software-development","architecture","similarity","search"]

Similarity Search Patterns

Patterns for implementing efficient similarity search in production systems.

Use this skill when

• Building semantic search systems
• Implementing RAG retrieval
• Creating recommendation engines
• Optimizing search latency
• Scaling to millions of vectors
• Combining semantic and keyword search

Do not use this skill when

• The task is unrelated to similarity search patterns
• You need a different domain or tool outside this scope

Instructions

• Clarify goals, constraints, and required inputs.
• Apply relevant best practices and validate outcomes.
• Provide actionable steps and verification.
• If detailed examples are required, open resources/implementation-playbook.md.

Resources

• resources/implementation-playbook.md for detailed patterns and examples.

Connections

• Domain: [[Software Entwicklung]]
• Kategorie: [[Software Architektur]]
• Navigation: [[Skills Uebersicht]], [[Home]]