Urban Incident Response.

Turns fragmented citizen reports (photographs, written descriptions, voice notes and GPS) into structured, de-duplicated, prioritised incidents routed to the department that owns them. The human-in-the-loop rules are enforced in code rather than documented: closure refuses without post-action evidence, a priority override is stored beside the recommendation instead of replacing it, and a low-confidence category is withheld into a triage queue. Every intake emits a trace of what each pipeline stage did and how long it took.