LLM-based PRI screening solution

About 9 months ago I wanted to build a posture analysis agent. At that time current SOTA LLM models did not really do a great job at it. Fast forward to today and it seems Iike we are in another universe. Doing a pilot on myself I was amazed at its roughly 70% success in detecting posture asymmetries and issues AND resulting injuries (connected with sport). The model was fed only my age, info that I’ve been climbing 25 years and posture photos in underwear from 4 sides. Here is the process:

And the results for me:

The thesis I ended up on this n=1 study is this: Static-photo posture analysis + sport/work history is a useful early-detection prior for orienting attention to specific structures and load patterns. It is not a replacement for physiotherapist or doctor.

Right now I am running a pilot with next 10 ‘patients’ we will see how it holds up. if results are promising I may attempt to do two things:

• Package is as a early digital pre-diagnostic tool for physiotherapists
• Run a PoC of video analysis of gait