Seal Cell

Coffee capsules need a tight lid. Heat, pressure, sealing time, and trapped coffee can affect the seal. Choose a problem and see whether the controller can fix it, pass three tests, and produce 20 good pouches.

Synthetic simulator · GLiNER2.5-Decide · CPU · AI scores are uncalibrated; diagnosis/evidence thresholds are 15% (benchmark: 50%).

Problem overview — illustration, not measured camera data

Problem

Controller

Recipe

Seed

Give AI calculated comparisons

Run starts fresh with your settings. For manual steps: Reset → Next step. Selecting a problem previews its readings.

Machine readings — green bands are permitted ranges

AI probabilities for every label

Inspect the data

Simulator truth is evaluator-only information; it is never sent to a controller.

Observed facts and comparisons

Model record and thresholds

Simulator truth

Exact model input (latest decision)

Decision trace

Report and manifest