I have been experimenting with a Karpathy style LLM maintained wiki for small business knowledge management. The system is structured as a Markdown based knowledge base where agents maintain concepts, entities, summaries, and syntheses across a strict directory taxonomy.

The funny thing about the viral HTML vs Markdown post from Thariq (Anthropic) is that it’s basically stating something incredibly obvious, but packaging it in a way that suddenly makes everyone collectively realize it at the same time.

Small businesses are still massively under-discussed when it comes to AI transformation.

I’ve been thinking about this a lot lately, and I keep ending up in the same place: for most agent workflows, the wiki-style knowledge structure just feels more natural and durable than classic RAG.