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The force behind human skill, captured as training data for embodied AI.
A ring of dry electrodes reads the electrical drive your brain sends to your muscles — force and intent, captured at the source. No cameras. No line of sight.
Video sees where a hand went. The Bracelet records how hard it pressed, how it gripped, and the moment it let go. Force is the label nothing else captures.
Medical-precision sensing, engineered down to a consumer-grade wearable. Laboratory data, off the lab bench.
The Data Engine for Physical AI
Foundation models for robotics are starved for one thing: contact-rich manipulation data.
The Bracelet turns everyday work into force-labeled demonstrations — no labs, no mocap rigs, no teleoperation. A continuously growing dataset of human manipulation, captured at scale and ready to train embodied AI.
The Missing Modality
Today's robots learn from video.
They can see how a task looks, but not how it feels — and without force, fine manipulation fails.
Force-Labeled Demonstrations
The Bracelet captures the forces behind every human demonstration — grip, pressure, timing — creating the ground truth that teaches machines how to modulate force dynamics.
Human-Level Finesse
Trained on force, robots can handle the fragile and the precise — like cracking an egg without crushing it.Skill transferred from your hands to theirs.
Assembly lines, warehouses, workshops, labs. Slip it on and an ordinary shift becomes thousands of contact-rich demonstrations. Your workforce is your dataset.
We shape the software to your model architecture and training protocol, so force data arrives in the format you already train on. No pipeline rewrite. Just a new modality.
Every grasp comes back as real force, finger by finger — not a guess inferred from pixels. The number, not the estimate.
Nothing is captured until you start a session, and nothing is kept unless you choose to keep it. Your data, on your terms.
Stream it live or hand it off in the formats your team already trains on. No new tooling to adopt. It fits where your data already flows.
Force lines up with your footage frame for frame, so every demonstration stays trustworthy. Nothing drifts. Nothing goes missing.
A short guided setup tunes the band to each person, and their profile follows them to any unit. Set up once. Wear it anywhere.
Tested to hold a clean, usable signal through sweat, motion, and the mess of real work. Lab-quality data outside the lab.
Beta cohort is live.
Beta Program
We're onboarding a limited first cohort of teams building embodied AI. Tell us who you are and what you'd train — we'll be in touch.