Build an AI knowledge base on your file system. Four layers — collection, structure, retrieval, output — turn scattered docs into agent-ready assets.
Vector databases are overkill. RAG pipelines are fragile. A file-system knowledge base with multi-level CLAUDE.md routing lets your AI agent find any file in 3 seconds flat. Here is the complete architecture behind a 1,000+ file production system.
Most AI text to speech guides rank models by sound quality alone. This one starts with the question that actually matters: can you legally ship it? A practical decision framework covering licensing traps, hardware requirements, and real-world model selection for developers and indie makers.
RAG, agent documentation & knowledge systems
Build an AI knowledge base on your file system. Four layers — collection, structure, retrieval, output — turn scattered docs into agent-ready assets.
Vector databases are overkill. RAG pipelines are fragile. A file-system knowledge base with multi-level CLAUDE.md routing lets your AI agent find any file in 3 seconds flat. Here is the complete architecture behind a 1,000+ file production system.
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