/ topics / rag
rag
6 stories we've shipped under this tag. Each is the actual link from the original issue — no rehashing.
AI Engineer Notebooks – free, framework-free RAG/agents/evals on Colab
Useful as a low-friction reference for testing RAG and agent patterns without committing to a framework or local setup.
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How to Build a Simple AI Web Scraper with Python
Useful for prototyping small web-QA systems, but production scrapers still need crawling controls, extraction tests, caching, and prompt-injection defenses.
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10 Open-Source No-Code AI Platforms for Building LLM Apps, RAG Systems, and AI Agents
While visual builders like LangFlow and Flowise are popular, this list highlights open-source alternatives that help teams prototype RAG pipelines without vendor lock-in.
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Haystack: Open-Source AI Framework for Production Ready Agents, RAG
Addresses the gap between prototype RAG demos and production systems; modular architecture lets teams swap LLM providers and retrieval backends without rewriting pipelines. Competes with LangChain but emphasizes production stability.
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Persona Atlas: Mapping How Famous Minds Think
Relevant for builders working on persona-based agents or retrieval systems, but unclear if this offers technical novelty beyond prompt engineering and RAG patterns already in production.
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How to Build a Claude Code-Powered Knowledge Base
Relevant for engineers integrating Claude into RAG pipelines; demonstrates practical use of Claude's code execution for structured knowledge queries vs. traditional vector search.
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