Blog / Kashmala Omer Siddiqui
Kashmala Omer Siddiqui
Kashmala Omer Siddiqui works with VIDIZMO's partner channel and directly with customers, helping organizations apply AI to business problems that were previously handled by hand or left alone. Her background is technical: a BSc in Computer Science and Engineering with a minor in Business Analytics from Sabanci University, machine-learning models built to replace trial-and-error experimentation with prediction, and application security work covering access control, authentication, and encrypted communication.
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Staffing a Real-Time Crime Center When Software Does the Watching
Most chiefs who hear a pitch for a real-time crime center ask the same question before any other, which is whether they will have to hire a room full ...
September 28, 2026
Planning a Real-Time Crime Center for a Town of 20,000
Chiefs and city managers who read about real-time crime centers usually reach the same point, which is wanting to see what one would look like for a ...
September 28, 2026
Community Camera Registries: What a City Takes On
Most cities are surrounded by far more private cameras than they will ever own, on doorbells, shopfronts, apartment lobbies, parking garages and ...
September 28, 2026
Getting Camera Alerts to 911 Dispatch When the Center Is Short-Staffed
When a city adds camera analytics, the easiest mistake is to put one more monitor on a telecommunicator's console, and it tends to sour the 911 ...
September 28, 2026
Fight and Aggressive Behavior Detection: Triage, Not Discipline
Ask any assistant principal how they learn about fights and the answer is always the same: the crowd. By the time an adult knows, a ring of students ...
September 1, 2026
Person-Down and Medical Emergencies on Campus
School safety planning orbits the catastrophic scenarios, and meanwhile the emergencies that actually arrive, year in and year out, are medical: the ...
September 1, 2026
Investigating a School Incident From Camera Footage
A school incident investigation has more audiences than any other kind this platform family serves, and each one changes what the record must be. The ...
September 1, 2026
FERPA and Camera AI: When Footage Becomes an Education Record
Somewhere in every district deploying camera analytics, a privacy officer is asking the question that this article exists to answer: what does the ...
September 1, 2026
OSHA Recordkeeping and What Camera Evidence Supports
Recordkeeping is the unglamorous end of workplace safety, right up until the moment it is the entire subject. A questionable entry on the ...
September 1, 2026
Investigating a Workplace Accident From Camera Footage
Every incident investigation begins the same way, with a version of events, and the version is wrong. Not dishonestly wrong, usually, just human: ...
September 1, 2026
Works Councils, Worker Privacy and the No-Discipline Commitment
The most expensive week in a camera-AI project is the one where the safety leader presents the finished plan to the workforce for the first time. By ...
September 1, 2026
Worker-Down and Fall Detection: What Makes It Reliable
There is a category of workplace event where the harm is decided less by the incident than by the clock that starts after it. A worker who falls from ...
September 1, 2026
Making a Digital Recording the Official Record
Most guidance about digital court recording assumes the argument is over. It describes microphones, channels, transcription accuracy and retention, ...
August 19, 2026
Self-Represented Litigants and Digital Evidence: Designing for the Unrepresented
Nearly every rule, guide, and system a court uses for evidence assumes the person submitting it is a lawyer. Self-represented litigant evidence ...
August 18, 2026
Sealing, Protective Orders, and Tiered Access to Court Records
Most systems model access as a binary. A person can see a case or they cannot. Sealed court records access control does not work that way, and the ...
August 18, 2026
Giving Jurors Access to Admitted Evidence in Deliberation
Jury access to evidence in deliberation is a narrow technical problem wrapped around a firm legal principle. The principle is that jurors decide on ...
August 18, 2026
Digital Court Recording: The Half You Have to Budget For
The people who produced the verbatim record are leaving faster than they can be replaced. The US stenographer workforce has fallen roughly 21 percent ...
August 18, 2026
Exhibits in a Virtual Hearing: Access, Control, and the Record
Courts worrying about presenting evidence in a virtual hearing usually frame it as a conferencing problem. It rarely is. Teams, Zoom, and Webex all ...
August 18, 2026