Inspiration

Home hand practice needs clear instructions and feedback people can understand. Phone-camera feedback could reduce setup for suitable voluntary movements, but changing numbers are not proof of reliable measurement or recovery. NeuroFlex asks when this feedback is useful, when it fails, and whether people understand those limits.

What it does

NeuroFlex AI is an existing browser-based hand and wrist practice prototype. Its public interface includes daily goals, a wrist-lift session, English/Hindi/Punjabi coach controls, the River Reach hand-steering game and practice summaries. Sample progress values are examples, not a user's recovery. Users can review a WhatsApp update before sending or prepare a print/PDF summary. No clinician is connected and automatic clinician sync is unavailable.

What we learned and challenges

The hardest problem is deciding when feedback should not be trusted, rather than making every camera number look useful. The literature separates observation from physical assistance and access from recovery. The prototype therefore labels sample data and non-clinical estimates, while the proposal tests false success and user understanding. No completed user-study lesson is claimed.

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