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klotz: web search* + llm*

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1. ask-search - Self-hosted web search for AI agents

   Ask-search provides a way for AI agents to perform web searches privately and without the need for paid API keys. It works by wrapping SearxNG, which aggregates results from multiple sources such as Google and Bing into a single meta-search engine. This allows local tools like Claude Code or Antigravity to access real-time information while maintaining data privacy.
   
   * Zero cost via self-hosted SearxNG backend
   * High compatibility with CLI, MCP servers, and OpenClaw skills
   * Flexible search options including language and category filters
   * Privacy protection through local query aggregation

   2026-07-08 Tags: ask-search, searxng, llm, agents, web search, github, ythx-101 by klotz
2. The Architecture Behind Web Search in AI Chatbots

   This article explores the architecture enabling AI chatbots to perform web searches, covering retrieval-augmented generation (RAG), vector databases, and the challenges of integrating search with LLMs.

   2025-12-07 Tags: chat, web search, rag, retrieval-augmented generation, vector databases, llm, information retrieval, knowledge base by klotz

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