Tracking human movement, joint by joint

We ran keypoint detection on a video of someone running — MAKRR tracking every major joint, frame by frame, no manual labeling.

The model doesn't know what it's looking at until you tell it. Running, walking, reaching, bending — the joints behave the same regardless of context. That's what makes it useful well outside where the original footage came from.

The same setup could:

• Flag unsafe lifting posture in a warehouse before it becomes a back injury

• Track gait changes in an assisted-living facility for early signs of fall risk

• Catch a construction worker reaching without support

• Measure physical therapy recovery week over week, without a clinician manually angling a goniometer at each visit

Every time we demo this to someone new, we come away with a couple more use cases.

Small Steps Create Big Shifts

Confidence doesn’t always arrive with a bold entrance. Sometimes, it builds quietly, step by step, as we show up for ourselves day after day. It grows when we choose to try, even when we’re unsure of the outcome. Every time you take action despite self-doubt, you reinforce the belief that you’re capable. Confidence isn’t about having all the answers — it’s about trusting that you can figure it out along the way.

The key to making things happen isn’t waiting for the perfect moment; it’s starting with what you have, where you are. Big goals can feel overwhelming when viewed all at once, but momentum builds through small, consistent action. Whether you’re working toward a personal milestone or a professional dream, progress comes from showing up — not perfectly, but persistently. Action creates clarity, and over time, those steps forward add up to something real.

You don’t need to be fearless to reach your goals, you just need to be willing. Willing to try, willing to learn, and willing to believe that you’re capable of more than you know. The road may not always be smooth, but growth rarely is. What matters most is that you keep going, keep learning, and keep believing in the version of yourself you’re becoming.

Turn Intention Into Action

Confidence doesn’t always arrive with a bold entrance. Sometimes, it builds quietly, step by step, as we show up for ourselves day after day. It grows when we choose to try, even when we’re unsure of the outcome. Every time you take action despite self-doubt, you reinforce the belief that you’re capable. Confidence isn’t about having all the answers — it’s about trusting that you can figure it out along the way.

The key to making things happen isn’t waiting for the perfect moment; it’s starting with what you have, where you are. Big goals can feel overwhelming when viewed all at once, but momentum builds through small, consistent action. Whether you’re working toward a personal milestone or a professional dream, progress comes from showing up — not perfectly, but persistently. Action creates clarity, and over time, those steps forward add up to something real.

You don’t need to be fearless to reach your goals, you just need to be willing. Willing to try, willing to learn, and willing to believe that you’re capable of more than you know. The road may not always be smooth, but growth rarely is. What matters most is that you keep going, keep learning, and keep believing in the version of yourself you’re becoming.

Make Room for Growth

Confidence doesn’t always arrive with a bold entrance. Sometimes, it builds quietly, step by step, as we show up for ourselves day after day. It grows when we choose to try, even when we’re unsure of the outcome. Every time you take action despite self-doubt, you reinforce the belief that you’re capable. Confidence isn’t about having all the answers — it’s about trusting that you can figure it out along the way.

The key to making things happen isn’t waiting for the perfect moment; it’s starting with what you have, where you are. Big goals can feel overwhelming when viewed all at once, but momentum builds through small, consistent action. Whether you’re working toward a personal milestone or a professional dream, progress comes from showing up — not perfectly, but persistently. Action creates clarity, and over time, those steps forward add up to something real.

You don’t need to be fearless to reach your goals, you just need to be willing. Willing to try, willing to learn, and willing to believe that you’re capable of more than you know. The road may not always be smooth, but growth rarely is. What matters most is that you keep going, keep learning, and keep believing in the version of yourself you’re becoming.