04, Vision
Lens
Camera to a detection model to a pass or fail a supervisor can overrule. The latency budget is agreed before the first training run.
Decision. Does this unit leave the line, and who is allowed to disagree with the model.
How it is shaped
01
Frame
Lighting, camera, and the defect that actually costs money. Not every class is worth a model.
02
Budget
Accuracy and milliseconds written down together. A slow perfect model is a miss.
03
Override
Supervisors correct the call. Those corrections return as labelled data.
What runs
- Exported for production, not left in a notebook.
- Drift is a chart someone owns.
- The override is part of the product, not a failure of it.
Stack, kept short
- Detection
- ONNX export
- Latency budget
- Drift watch
Use this for inspection, safety zones, or counts where a human remains accountable.
Borrow this shape