building ai knowledge systems with @arsumbrisai
people are too focused on solving agent memory, but what you really need is a shared, legible understanding you dont want the agent to just remember more facts about you it should get you and
a knowledge base should work like a codebase. it needs typed files with relationships and conventions the agent understands something you keep building on together over time today we launch the early
everything is a context problem when people say AI cant do real work, what theyre actually saying is they gave it bad context @alexalbert__ said 2026 will transform knowledge work (read this after you
people underestimate the power of structured knowledge. it enables entirely new kinds of applications right now people write skills that capture one aspect of something. a skill for summarizing, a
a month ago i wrote about building claude a second brain. today you can create your own a second brain is a way of structuring information so you can actually retrieve it, group it and build on top of
i invited an agent to research tools for thought with me tools for thought changed how i work zettelkasten taught me to connect ideas instead of filing them obsidian let me build a network that thinks
imagine being able to time travel through your notes you wrote something three weeks ago and since then youve edited it a dozen times with obsidian you only see the current version what if you could
editing long content with claude code sucks the normal way looks like this: read through your draft notice paragraph 3 needs work copy that paragraph paste it to claude with your comment scroll to
vibe note-taking works better if you force claude code to be selective about what it reads by default claude reads full files whenever they seem useful for the task use 4 layers to be more selective
vibe note-taking has the same problem like vibe coding before ralph a few ideas works fine but dump hundreds and you're drowning in slop what's the "testing" for knowledge work? what catches drift
meetings used to be overhead, now yapping is work when my coworker and i yap about a project we record it an hour later the transcript gets processed and suddenly theres documentation, feature ideas
ive spent the last year building an operating system for thinking with ai. claude code runs my obsidian vaults it extracts the key concepts, connects them to what you already figured out, and builds a
