# The Mental State Monitor and ML Pipeline

> Source: <https://dev.to/gmmb1/the-mental-state-monitor-and-ml-pipeline-1h6g>
> Published: 2026-06-19 09:19:32+00:00

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.*