I mostly use it during long Claude Code research sessions so I don’t lose my place between days.

I run it in automatic mode with decent namespacing, so thoughts, notes, and whole conversations just accumulate in a structured way. As I work, it stores the session and builds small semantic, entity-based hypergraphs of what I was thinking about.

Later I’ll come back and ask things like:

what was I actually trying to fix here?

what research threads exist already?

where did my reasoning drift?

Sometimes I’ll even ask Claude to reflect on its own reasoning in a past session and point out where it was being reactive or missed connections.