AI-Powered Surveillance in Schools

It all sounds pretty dystopian:

Inside a white stucco building in Southern California, video cameras compare faces of passersby against a facial recognition database. Behavioral analysis AI reviews the footage for signs of violent behavior. Behind a bathroom door, a smoke detector-shaped device captures audio, listening for sounds of distress. Outside, drones stand ready to be deployed and provide intel from above, and license plate readers from $8.5 billion surveillance behemoth Flock Safety ensure the cars entering and exiting the parking lot aren’t driven by criminals.

This isn’t a high-security government facility. It’s Beverly Hills High School.

Posted on January 19, 2026 at 7:02 AM17 Comments

Comments

Anonymous January 19, 2026 9:12 AM

Watch videos of students beating teachers and you’ll understand that there’s a need to do something. I’m not saying this is the right solution, of course

Keith January 19, 2026 9:44 AM

Another example of Security theatre Vs erosion of liberties?

“Liberties Union report found that eight of the 10 largest school shootings in America since Columbine occurred on campuses with surveillance systems.”

So either those systems weren’t good enough, or not the right solution at all. as we’ve seen time and time again CYA dictates you must do something, even if that which is with your control is ineffective.

K.S January 19, 2026 9:45 AM

Incidents like “students beating teachers” is unrelated to lack of surveillance, these criminal acts are perpetuated by known assailants and there is no question of lack of witnesses or insufficient evidence to convict.

K.S January 19, 2026 9:54 AM

Fundamentally, systemic erosion of privacy is an attack on individual’s ability to dissent. With a modern day surveillance capitalism in place, MLK would have been doxxed early on, all his private communications leaked to hostile media, all his supporters identified and cancelled, etc. American Civil Rights Movement would not have succeeded in such mass surveillance environment.

Scott January 19, 2026 10:22 AM

@Anonymous

Before getting into AI powered surveillance, that problem can be solved by going back to things that used to happen. Suspensions. Expulsions. Leaving academically challenged students behind. The number of repercussions for students acting out are radically smaller than they were even 20 years ago.

KC January 19, 2026 11:08 AM

This is one of those areas that will only benefit from having more data. How do you best allocate finite resources towards a high-value risk assessment.

Peter A. January 19, 2026 12:05 PM

“This isn’t a high-security government facility. It’s Beverly Hills High School.”

Many schools are high-security government(-regulated) facilities – all over the “western” world. And in this case “western” means all the way from Alaska to Chukotka – the long way over. USA, Canada, UK, France, Germany, Poland, Russia – it’s mostly the same, in most schools: cameras, guards, restricted areas, parents unwelcome… etc.

lurker January 19, 2026 12:27 PM

Sorry Bruce, this is a social problem, and it’s a part of this social problem that the people who should be fixing it are, wrongly again, looking for a technical solution.

School trouble starts, and should be finished, in the home. Some contributing causes include the nuclear family; commuting with a lack of public transport; a wild west pioneering spirit of “shoot first, ask later” that lives on; a Constitution which is often misinterpreted and in parts out of date; a deeply polarising two party so-called democracy. Point your AI cameras at all that, and please don’t use a generalised LLM.

Rontea January 19, 2026 12:39 PM

This isn’t a triumph of technology—it’s a textbook example of surveillance creep. When Beverly Hills High School installs facial recognition, behavioral analysis, audio monitoring, drones, and license plate readers, it normalizes the idea that constant surveillance is acceptable, even for kids. Once we accept that every movement, conversation, and facial expression needs to be monitored, we’re effectively training the next generation to live in a panopticon. These systems don’t just observe; they create a chilling effect that changes behavior, erodes trust, and shifts power irreversibly toward those who control the data. This isn’t safety—it’s a dystopian rehearsal for authoritarianism.

Kent Brockman January 19, 2026 3:26 PM

Compare the number of deaths and injurys from school shootings to the number of same from automobile accidents involving teen drivers. Teen drivers(not all in HS, of course) accounted for over 3200+ fatalities in 2025 compared with 49 gun deaths on school grounds. I get that school shootings are horrific, but then aren’t the auto deaths just as devastating to families? Would any parent feel better knowing their kid died in a car wreck rather than a school shooting? Turning our public schools into proto-prisons is just one more dangerous idiocy hatched from the so-called “War on Terror”. Homeschooling( or charter schools) looking better all the time.

Untitled January 20, 2026 5:06 AM

license plate readers from $8.5 billion surveillance behemoth Flock Safety ensure the cars entering and exiting the parking lot aren’t driven by criminals

Bad journalism, or possibly bad marketing, surely? How can a license plate reader know who’s driving a car? A car that’s not flagged as suspect may have been acquired (rented, stolen) by a criminal. Conversely, a car previously used by a criminal may later have been legitimately acquired by an innocent person.

Clive Robinson January 20, 2026 6:17 AM

@ Bruce, ALL,

From the article quote we see,

“This isn’t a high-security government facility. It’s Beverly Hills High School.”

Two points to note about this,

1, This is nothing to do with security but it is all to do with liability.
2, People do respond well to social engagment, but they rebel against anti-social treatment.

The first is a firm of,

“Externalising liability by excercising faux best practice.”

The assumption made at a higher level is that,

1, They will have some liability event.
2, They will be sued or in otherwise have punitive action taken against them.
3, They can give the appearance of having made a threat assessment and followed “best practice” within the limits of allowable behaviour and resources.

The fact they have no actual plan other than “faux best practice” for “appearances sake” tells you that it’s actually worse than “Security Theatre”.

Why worse well because of the social V anti-social. You treat people like criminals incarcerated in a panopticon then they will believe they are seen as criminals, and unsurprisingly behave like criminals to “spite the system” etc.

In short whilst people mostly do not object to being “socially visible” because untill very recently the visibility was both limited in reach and ephemeral, thus often forgotten by others or not even come to their attention. However most people do object strongly to being “spied upon” especially with systems that record and can be replayed copied and transmitted without limit. In people with developing but still fragile personalities being spied upon by cameras and similar can have really damaging psychological effects.

Now it really does not matter who you blame for the all to predictable outcomes, it’s the process that is in place in most cases that causes such events to happen.

It does not matter if you call it a “Chilling Effect”, “Stigmatising Effect”, or “Outcasting Effect” the result is for sufficient a “Traumatising Effect” to cause ostracism thus induce a “Sabotage Effect” against those seen as part of the ostracizing system,

Outcasts and saboteurs: Intervention strategies to reduce the negative effects of social exclusion on team outcomes

“… [A]ntisocial responses to social exclusion can arise in the form of aggressive or vengeful acts, pursuit of risky or self-defeating behaviors, or becoming a disengaged “social loafer”. Antisocial responses to rejection may serve as attempts to rebalance a thwarted psychological need for control over one’s environment. These reactions might be especially likely in scenarios that do not prompt a strong motivation for reinclusion in the group.”

https://pmc.ncbi.nlm.nih.gov/articles/PMC8101916/

[I have many other references if people feel that one is insufficient.]

Gideon January 21, 2026 4:29 AM

@Clive – thank you for that research – it’s rather fascinating.

It strikes me that “The sting of social rejection is a uniquely painful and universally loathed experience.” lies at the heart of America’s problem with school shootings.

I suspect it also is the result of the US seeing education as simply educating people solely for the workplace vs educating for life in society in parallel.

Sadly, theatre, best practice and passed liabilities are all so much easier than addressing fundamental problems.

Clive Robinson January 23, 2026 6:28 AM

@ Gideon,

With regards,

“I suspect it also is the result of the US seeing education as simply educating people solely for the workplace vs educating for life in society in parallel.”

It’s actually a bit more than that.

The US education system is very non inclusive compared to other Western Nations. But worse is the relentless pushing that people should be against “social” behaviour patterns, and in effect claiming they are in some manner defective.

The notion of “rugged individualism” is a way that every one has to follow to not be a failure in life is plainly nonsense.

What it is actually all about is enforcing issolation to stop collective action thus making power and control over individuals easier.

That is a person who is in effect isolated has in reality “no rights”. As they can not defend them, it is after all why bullies hunt in packs. Because you as an individual can not defend your self against half a dozen simultaneous attackers with just you bare hands and most of your attackers in effect behind you where you can not block their attacks.

It’s why you will see people deemed unworthy by their supposed peers in effect “hugging walls” as they sit or move around. When your back is against the wall you can not be attacked from behind you, and only two or three can attack you from the front. The only problem you have is staying on your feet and maintaining your balance whilst protecting vulnerable areas of your body.

There was a manual written around a century ago that became the basis for a later book that was called “All in Fighting”. Written by Capt W.E.Fairburn who had been in the Colonial Police in Hong Kong where routinely often unarmed police officers were attacked by gangs of tong members using knives and similar lethal easily concealed weapons. His system of unarmed combat was based on his research into oriental fighting skills that went back centuries.

As the book was filled out for WWII commando training it contains rather more than “unarmed self defence”. The book is still being published and is available via Amazon at quite a low price.

What it teaches an individual is to many quite shocking but the original basics of “unarmed self defence” will teach an individual a lot about how to stand move and pick your ground.

Fun thing to note, it’s why in the UK many schools have after school Martial Arts clubs and include it in sports training. Originally the idea was to “prepare boys for combat” but by the 1970’s it hand been found that it had better benefits for pupils.

So today most do not know of Fairburns book, and the influance it had on education. But many teachers kind of point pupils that are likely to be targets of bullying towards the martial arts clubs. Because they teach a pupil so much more as they “train for competitions”, self discipline and reliance along with social responsibility. I learnt judo when at school in the 70’s by an Olympic coach. It was a sport for which I was not well suited because I was the tallest in my year and most other years… Several decades later my son got taught the Korean martial art taekwondo which is more appropriate for a tall person “with reach”, and it was quite scary watching them compete even during training sessions.

Schools that do this tend to have lower rates of bullying, and acts as common ground to the notion of “team” or “tribe” even though it’s an individual sport. Thus it reduces social isolation and improves self confidence.

just_a_friendly_german January 30, 2026 3:51 AM

@Peter

“Many schools are high-security government(-regulated) facilities – all over the “western” world”

This is definitely not true. In Germany it is normal to have no guards, cameras or other systems to regulate who enters the school building.
Experiencing all the security measures of highschools in the US was surreal (even low-tech solutions like locked classroom doors, the concept of hall passes, or (ai) camera surveillance).

Steve January 30, 2026 12:10 PM

One specific factor identified from the shooting in Columbine and moving forward is the presence of psych drugs in the shooters. Something to think about.

We have a societal problem, we care more about money than people. Instead of handling the issues of “troubled” children and people in general we rather kick them out and lock them up. We don’t have a way to help and prefer to use force in some way or another.

Every baby, toddler wants to help and contribute, but when they are not allowed we teach them they don’t need to help, that we will serve them. The lesson is simple – you don’t need to contribute. That creates criminal thinking, something for nothing.

A pair of gang members dressed in hoods were interviewed in a talk show. The host asked them how come they stole and robbed people? The answer was they are just taking what should have been theirs by birth right. Criminal think.

There is no (effective) manual handed out to parents on how to raise responsible and caring children. Schools are a primary care system, or should be. If a child is falling behind kids will make fun of them for being in special care class. If they can’t catch up they end up disconnected with society and that’s a slippery slope.

Proper funding is vital, allowing children to grow in areas that they are strong in is equally vital. People are valuable, but we rather gain more money than people. A society that cares more for money than people, that is one underlying why.

Winter January 31, 2026 4:20 AM

@Steve

We have a societal problem, we care more about money than people.

I think you are wrong in picking the culprit.

The societal problems I see from the outside in the US is that it is a hierarchical, violent society with a caste like power structure.

Most Americans live in precarious circumstances and are just one medical bill or rightsizing away from bankruptcy.

Money is just a way to ensure security and power, which you need to get a decent schooling for your kids.

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