Failure intelligence and prevention for robots.

Your robots are reliable. Until something changes. We classify the root cause, pair it with the fix, and turn every failure into a reusable lesson that compounds across your fleet.

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What We Build

What We Build

Classify: When a robot fails, we classify the root cause from sensor data. Not log parsing.

Root cause.


Curate: Every failure paired with its fix becomes a lesson. Lessons are tagged, versioned, and searchable.


Compound: The lesson library grows with every deployment. One customer's fix prevents the next customer's failure.


From Failure to Fix to Fleet

From Failure to Fix to Fleet

Train. Deploy. Observe. Retrain. One closed loop that turns every field failure into a fleet-wide fix. The adaptation runs underneath your stack, without replacing it.

Square Hammer Labs

New York, NY