Most people's experience with AI looks like this: open ChatGPT, ask a question, get an answer, close the tab. Maybe you upload a document and ask it to summarize. The conversation disappears. Next time you start from scratch.
This is like using a calculator that forgets every number you've ever typed. It works, but nothing accumulates.
There's a different way to use LLMs. Instead of asking one-off questions, you can have them build and maintain a persistent knowledge base — a structured collection of files that grows smarter over time. The LLM reads new information, integrates it with what it already knows, updates cross-references, flags contradictions, and keeps everything organized. You never touch the files yourself. The LLM does all the bookkeeping.
I've been running a system like this for my day job in investor relations at a renewable energy company. It started as an experiment and turned into something I rely on daily. This d