SQUARE HAMMER LABS

Robots Shouldn't Learn Alone

The algorithms for post-deployment robot learning don't exist yet. We're inventing them. Every deployment makes every robot smarter.

The algorithms for post-deployment robot learning don't exist yet. We're inventing them. Every deployment makes every robot smarter.

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The Science Doesn't Exist Yet

The Science Doesn't Exist Yet

Post-deployment multi-modal adaptation is an unsolved research problem. We're building the algorithms for failure-conditioned retraining, policy composition, and fleet-wide learning.

Post-deployment multi-modal adaptation is an unsolved research problem. We're building the algorithms for failure-conditioned retraining, policy composition, and fleet-wide learning.

The Loop Nobody Has Built

The Loop Nobody Has Built

Train, deploy, observe, retrain. One closed loop that turns every field failure into a fleet-wide fix. The adaptation algorithms run underneath.

Compounding Library of Robot Lessons

Compounding Library of Robot Lessons

Every deployment adds replays, scenarios, and checks. Every customer makes every other customer's robots smarter. The library gets harder to replicate over time.

Square Hammer Labs

New York, NY