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1st Place · Axxess 2024 Hackathon

TeleKinetics

AI physical-therapy form coach

TeleKinetics — screenshot — photo 1 of 2

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The problem

Patients doing physical therapy at home have no way to know whether they are performing exercises with correct, safe form.

What I built

An AI app that runs pose estimation (PoseNet / MoveNet) on live movement, scores form against target ranges, and surfaces real-time corrective feedback — built and shipped in a hackathon weekend.

How it works

Won the AI track at Axxess Hackathon 2024. A physical-therapy app that watches you through a webcam, tracks your joints with PoseNet/MoveNet, checks each rep against its target range, and tells you the moment your form slips — in real time, on-device.

Stack

  • Python
  • TensorFlow
  • PoseNet
  • MoveNet
  • Machine Learning