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相似性搜索模式

v20260309

similarity-search-patterns

指导如何在大规模系统中使用向量数据库构建语义搜索、RAG检索和推荐引擎，同时提升检索性能并兼顾关键词混合与高并发扩展能力。

相似搜索向量数据库语义搜索 RAG 推荐扩展性能检索

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概览

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.

信息

Category 人工智能

Name similarity-search-patterns

版本 v20260309

大小 5.58KB

Source sickn33/antigravity-awesome-skills

更新时间 2026-03-10

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