The Brain.

Within the counting system, the Brain provides an extra layer of assistance when observations need further analysis.

G/K

ObserveAnalyzeAssist

Gather the relevant context

Relevant camera views and crossing details are brought together to understand a difficult situation.

A vision-language model can analyze these details and suggest a correction. The analysis stays linked to the relevant crossing.

If uncertainty remains, a person reviews the case. Corrections are retained for tracking and to prepare future improvements.