Blog topic

Engineering

How GaitAI systems, tools and evaluation workflows are built.

3 stories · Latest Oct 7, 2026

Latest in Engineering

Drag to break a linkAll sound
A chain of components from camera to operator, with one link broken while the model's link stays sound.

A Good Model Can Still Be a Bad System

A model can be right on every frame while the system around it fails: dropped frames, stalled inference, a network that swallows an alert, an interface that hides it, a person who has stopped trusting it. Model quality is one link in the chain.

Engineering8 min read

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Drag to move the cameraSide (left)
A camera orbiting a walker seen from above, with the movement signals each angle keeps, weakens or loses.

Camera Angle Changes What AI Sees

A camera records a projection of a walk, not the walk. The angle decides which signals survive the flattening — knee flexion, stride width, timing, foot trajectory, body path — and a movement system has to be honest about which it has.

Engineering9 min read

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Drag to reveal the frameAI view
A walking skeleton beside the camera frame it was read from, with one estimated joint sitting off the body.

When Pose Estimation Lies

Pose estimators almost always return a plausible skeleton. The failures that matter are the ones that still look like a person: a misplaced ankle, crossed legs, a foot that vanishes — and every gait measure downstream inherits them.

Movement intelligence10 min read

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