I’ve discovered the next level of human intelligence.

It’s letting AI organize your data to help you go faster and express yourself more.

The system I built to process all my personal data found notes I'd forgotten that sit at the center of everything I think about.

3,713 markdown files. 5,951 dated entries. 9,805 cross-references. 222 organic tags. 2.5 years of data I never looked back at — until now.

I built a pipeline that parses every daily entry into a searchable unit, embeds them as vectors, and analyzes the link graph between notes to find "hubs" — the notes everything else connects back to.

I can ask "what is the next highest leverage thing to do for OpenAugi?" and get the 10 most relevant entries wrapped in the context of my project and goals with the insights of specific prioritization frameworks.

But the hub detection surprised me most.

The system ranked my 50 most-connected notes and generated AI summaries of each: key themes, tensions, decisions, time spans. Some hubs I expected. Others I'd written once and never revisited — but everything else linked back to them. Reading those summaries felt like a biography of my own intellectual life.

The pipeline runs locally. DuckDB for storage, FAISS for search. Full rebuild takes ~5 minutes. Incremental updates run in under a second.

I also built a task scanner on top — it finds every open task, question, and commitment scattered across 2.5 years of daily notes. I have a lot of unfinished threads.

Now I'm thinking about what this looks like for other people's messy data.

Your ChatGPT history. Your Claude conversations. Your Notion export. Same pipeline: dump in unstructured text, get back a map of what you've been thinking about.

What data would you throw at it first?

Any volunteers who want to beta test true augmented intelligence?