Insights
Lessons from production AI deployments.
Short, specific write-ups of failures we observed in the field — what happened, why, and what it changed about how we work.
2026-06-02 · 7 min
What Six Months of Warehouse Robot Failures Taught Us
Most navigation failures we logged weren't localization errors — they were disagreements between the robot's map and a warehouse that never stops changing.
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2026-04-18 · 6 min
The Defect Detector That Was Too Good on Camera Day
A vision model that hit 99.2% accuracy in validation was quietly missing a whole class of defects — because the validation lighting rig didn't match the line.
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2026-02-27 · 5 min
The Agent That Never Said It Was Stuck
An inventory-reconciliation agent kept retrying the same failed action for eleven hours because nothing in its loop distinguished 'still working' from 'stuck.'
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