Building personal AI tooling: add response calibration; auto-triggers beat long-term priorities

menhguin · x · 2026-11-10

The author shares lessons from building personal AI tooling: getting the bot to categorize long-term priorities takes heavy design work (the Muse app is a decent working reference), while specific auto-triggers deliver relevance with less effort. Also give your tooling a calibration channel for liked/disliked responses, matched to how you actually prefer to give feedback.

Related event: Developer Shares Tips for Building Personal AI Tools(2 posts)→

Original post →

More from coding & agent

coding & agent channel →