The head camera records the inspection: hands running across a hide, a piece being held to the light, the pattern laid down and shifted and laid down again. Then the cutting, with the blade following a line, the hand holding material flat, and the piece being lifted and stacked. For fabric, it shows the layering, the straightening of grain, the clamps, and the long cuts. Fixed cameras over the table capture the full nesting layout and the cutter's movement around it.
A researcher sees decisions that are hard to write as rules. The cutter chooses where a flaw can hide in a finished product. They adjust blade pressure when the material changes thickness. They change the order of cuts to keep the remaining material stable.
Each hide or lay is an episode with steps labeled like "inspect material", "nest pattern", "cut piece", and "bundle pieces", tagged for success or failure. Hand, tool, and piece tracking are available. We deliver in your schema to your storage, from consented and paid workers in operating workshops and factories across five countries.
Request a sample episode and expect it within a business day.