zyan1de

oh yeah beads is awesome! I'd say this is a bit more general purpose rn especially what is in the skill!

maybe you are in a claude code session and think "didn't i already make design doc for system like this one?" Or you could even look at your thought process in a previous session and reflect. but rn i mainly use it for reviewing research and the hypergraph retrieval

yeah so you can run it in automatic mode, or read only mode. In automatic mode it hooks onto the conversation and tool calls so you get the entire conversation stored. If you dont want to get super deep, then read only is safe and only stores what you ask. You could ask it things like "why is my reasoning dumb" by recalling passed conversations, or even give it the claude tool call sequence and ask "how can claude be smarter about next time".

I think of it like a file tree with proper namespacing and keep abstract concepts in separate directories. so like my food preferences will be in like /preferences/sandos. or you can even do things like /system-design preferences and then load them into a relevant conversation for next time.

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.