Rag
2 articles about rag.
Built 4 Knowledge Bases and 3 Rotted - Why Flat Markdown Beats RAG
·2 min read
Flat markdown files with pointers beat comprehensive RAG knowledge bases. After building 4 knowledge bases and watching 3 rot, here is what actually works for AI agent memory.
ai-agentknowledge-baseRAGmarkdownmemory
Why Standard RAG Is Terrible for AI Agent Long-Term Memory
·2 min read
Retrieval-augmented generation falls apart for persistent agent memory. Knowledge graphs via MCP offer a better path for AI agents that need to remember across sessions.
ragmemoryknowledge-graphmcpai-agents
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