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Living memory, out loud.

Notes on company knowledge, AI context, and turning scattered docs into memory every AI client can reach.

vector dump living memory
July 2, 2026 · 2 min

RAG isn't memory

Dumping documents into a vector database feels like giving AI your knowledge. It isn't. Here's why retrieval falls short, and what memory does differently.

#rag #ai-context
AI context gap your company
June 30, 2026 · 2 min

Why your AI doesn't know your company

The models are good enough. AI gives generic, confidently wrong answers because it has no context on your company. Here's what actually closes the gap.

#ai-context #knowledge
June 28, 2026 · 3 min

From folder maps to living company memory

memrelay began as a folder template for company knowledge. Here's how it became living organizational memory every AI client can reach.

#knowledge #ai-context #product-story