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---
title: What Changed
emoji: ๐Ÿ“‹
colorFrom: indigo
colorTo: purple
sdk: gradio
sdk_version: 5.49.1
app_file: app.py
python_version: "3.11"
pinned: false
license: apache-2.0
short_description: Local Parkinson's caregiver diary to a doctor report
models:
- zeon01/what-changed-1b
---
# What Changed ๐Ÿ“‹
A private, **local** tracker that turns a caregiver's daily notes about a parent with
**Parkinson's disease** into a one-page **doctor report** โ€” running entirely on a fine-tuned
**1B** model ([`zeon01/what-changed-1b`](https://huggingface.co/zeon01/what-changed-1b)) via
llama.cpp. Nothing leaves the device.
> **Not medical advice / not a medical device.** It organizes a caregiver's own observations
> to share with a clinician; it does not diagnose, predict, or recommend treatment.
## How it works
1. **Log** a day in plain words โ€” *"froze in the doorway, pill wore off before lunch"* โ€” and the
fine-tuned 1B extracts structured ratings + event counts. Decoding is **grammar-constrained**,
so the output is always valid schema JSON.
2. **Trends** are computed by **deterministic Python** (rolling averages, decline streaks, event
rates) โ€” the model never touches the math, so it can't hallucinate a trend.
3. **Report** narrates the already-computed findings in plain language to bring to the doctor.
A 1.08B model is enough because it only does two narrow jobs (noteโ†’JSON, and phrasing findings);
the reasoning is all deterministic. That's what makes it run locally on plain hardware.
*This demo is pre-seeded with a realistic 60-day decline arc so the Trends and Report tabs are
populated. Built for the Build Small Hackathon.*