I wanted an AI assistant that understands my taste, not just my prompt.
Generic assistants are useful, but they start cold. They do not know how I review code, how I write technical posts, what I consider risky, or which tradeoffs I usually make. So I built a local-first "brain" that learns from my own work history and turns that into reusable guidance for coding, writing, reviews, and project memory.
The goal is simple: better defaults.
Not automation for automation's sake. Not a replacement for judgment. Just a way to make the assistant start closer to how I already think.