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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.

read1 min views1 publishedJun 19, 2026

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.

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