When Four Memory Systems Hit the Same Wall
I built a knowledge graph out of my own work sessions. Hundreds of them — transcripts of me building a system with LLMs, extracted into concepts, deci…
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LLM Wiki - Compiled Knowledge That RAG Cannot Replace
The premise is simple: compiled knowledge is more reusable than retrieved fragments. RAG became the default answer to a straightforward question - how…
Retrieval vs Representation in Knowledge Systems
Most modern knowledge systems optimize retrieval, and that is understandable. Search is visible, easy to demo, and feels magical when it works. Type a…