wongsathonpho-png/8144d5d3961357395ac98723cdc22d86: LLM Wiki knowledge base pattern

The author outlines a pattern for building personal knowledge bases where an LLM agent incrementally maintains a structured, interlinked collection of markdown files acting as a persistent wiki. Instead of traditional RAG that retrieves raw documents from scratch on every query, this approach compiles knowledge once through an ongoing workflow involving ingest, query, and lint phases. The user curates sources and directs analysis while the LLM handles the bookkeeping, cross-referencing, and maintenance. Open article →