The Mental State Monitor and ML Pipeline

A developer built Arwanos, a local AI assistant that runs entirely on-device without cloud dependencies. Version 10 introduces a Mental State Monitor, an ML pipeline that analyzes personal journals against 7,557 therapy session examples to generate increasingly personalized psychological questions.

I've been building a local AI assistant called Arwanos that runs 100% on your own machine — no cloud, no API keys, no data leaving your device. The latest version v10 adds something I'm genuinely proud of: a Mental State Monitor — an ML pipeline that reads your personal journal, cross-references your patterns against 7,557 real therapy session examples, and generates psychological questions that get deeper with every session . A few things it does that I think are interesting: I wrote a full technical breakdown of the ML pipeline on my site — phases, dataset sources, anti-duplication logic, and how the insight pipeline works after each session. Questions or thoughts? Drop a comment — happy to discuss.