If you’ve ever told a chatbot something and then had it forget two hours later, you know the pain I was trying to solve. My assistant doesn’t forget. Well, it does, but it has a filing system.

Under the hood there’s something called a knowledge graph. Every conversation I have with it, every email that comes in or goes out, every interesting article it scans, gets captured and linked. People, companies, projects, decisions, dates, all connected. When I ask who I met last month or what we decided about the VPS, it doesn’t guess. It goes and looks.

The clever part is the dream cycle. Once a day the graph consolidates raw capture into proper facts, finds contradictions, and prunes the noise. It’s like a nightly filing run, except the filing clerk is also an analyst.

There’s a human-readable side too: everything also lands in my Obsidian vault on the NAS, so I can browse the same knowledge the assistant has. It’s genuinely weird opening a page in Obsidian and finding a summary of a conversation I’d completely forgotten having.

The email integration is the part that quietly became essential. Every sent email gets scanned and filed against the people involved, so the graph knows who I’ve talked to, about what, and when. My old self would have had to remember that. My new self asks.

Real talk: setting this up was the fiddliest week of the project. Embeddings, providers, sync jobs, a hundred small decisions about what deserves remembering. But it’s the difference between an assistant and a search bar. An assistant that remembers is a colleague. A search bar is just a search bar.