A repeat pattern is a warning. A single wobble isn't.
Bakyasri watches for the movement patterns that build into strains - hip shift, knee valgus, forward lean, back rounding under load - and only surfaces them once they show up across sets. One bad rep is a rep. Ten bad reps in a row is a signal.
Patterns that repeat under load.
Each pattern below is watched across a rolling window of sets. The flag only fires once the pattern is present in a majority of reps, not once. That is the difference between a warning you should act on and a false alarm you learn to ignore.
Watched during squat, lunge and jump landings. Flagged when the knee midline crosses inside the ankle across the majority of reps in a set.
Watched during bilateral lifts. Flagged when hip-line asymmetry passes threshold over three consecutive sets.
Watched during squat and deadlift ascent. Flagged when back angle exceeds the drift threshold on the concentric phase repeatedly.
Watched during deadlift and Romanian deadlift. Flagged when the thoracic angle changes past threshold from lockout, across sets.
What this is, and what it isn't.
Surfaces repeat movement patterns linked in the training literature to higher joint strain and injury rates, so a trainer or a self-coached lifter can address the pattern before it becomes symptomatic.
It isn't a medical diagnosis and it isn't a substitute for a physiotherapist. If a flag repeats or a movement causes pain, get a clinician to look at it. Bakyasri is a signal, not a verdict.
Current coverage: squat, deadlift, Romanian deadlift, lunge, bench press, overhead press, push-up, pull-up. New lifts are added as the pose model is validated against them - never before.
Choose a lift. The camera reads the rep, and calls the drift.
This is not a video. It is the actual Bakyasri overlay, driving on a synthesised rep pattern so you can see the pose tracking, rep counter and drift call - live - before you ever point a camera at yourself.