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Showing posts with label bias. Show all posts
Showing posts with label bias. Show all posts

Tuesday, July 7, 2026

When AI Can't Tell Us Apart, Who Pays the Price?

I ran a simple experiment. I uploaded the same photo of singer Durand Bernarr into three different AI apps and asked each one to identify him (because I'm old and I didn't know who dude was on the awards show I was watching).

The results?

One confidently said Usher. Another insisted it was Lucky Daye. The third... well, it found another random Black man that wasn't even close.

Three guesses. Three wrong answers. Three completely different people.

If AI can't correctly identify a Grammy-nominated artist whose photos are all over the internet, why should anyone trust it to identify the average citizen standing in front of a camera?

Courtesy of 2026 BET Awards

Now let's talk about the elephant mounted on every telephone pole.

Flock cameras.

They're popping up everywhere. Neighborhoods. Shopping centers. Apartment complexes. Highways. The sales pitch sounds great: safer communities through smarter technology.

Who doesn't want safer neighborhoods?

But there's one question that doesn't get asked nearly enough.

What happens when the technology gets it wrong?

History has already shown that facial recognition technology has often performed worse on people with darker skin tones than on white faces. Researchers have documented those disparities for years. While many systems have improved, they're not perfect, and not every company uses the same technology or the same standards.

That matters.

Because if an AI system mistakes one Black man for another, the consequences aren't just an embarrassing error message.

  • Someone gets questioned.
  • Someone gets detained.
  • Someone has to prove they weren't where the computer claims they were.

And once suspicion enters the room, it doesn't always leave just because the facts finally show up.

My little experiment wasn't a scientific study. It was simply a reminder that confidence isn't the same thing as accuracy. The AI didn't hesitate. It answered as if it knew exactly who it was looking at.

It didn't.

That's what concerns me most.

Computers don't have to be malicious to cause harm. They just have to be wrong often enough in situations where being wrong carries serious consequences.

We're racing to install cameras everywhere while assuming the software behind them deserves our trust.

Maybe it does. Maybe it doesn't.

But shouldn't we demand proof before allowing algorithms to help identify suspects?

Technology should assist investigations, not replace common sense.

If AI can confidently mistake Durand Bernarr for Usher, who's to say it won't confidently mistake your neighbor for someone wanted three counties away?

The danger isn't that AI makes mistakes. People do that every day.

The danger is that people often believe a computer simply because it's a computer.

And that's exactly when common sense needs to be louder than artificial intelligence.

Sunday, August 10, 2014

Cop Shootings in America

Another tragedy has occurred in the St. Louis, MO area.  An 18 year old black male was shot and killed by a police officer.  Regardless of who pushed the first domino to commence the event, none of this had to happen.  Just one small variation could have turned the tides on this entire ordeal.  Of course the stories vary on who did what, but the overall picture is still the same: another young, black male is dead at the hands of police.  It's time that we re-educate America and stop these senseless acts and both black people and the cops can help.

Black People

Stop teaching your kids to hate cops.  I know that all of us don't do it, but there are enough of us who teach that even if subconsciously.  Cops are to be respected for multiple reasons: they're hired to be an authoritative figure our communities and oh, yeah, they also carry guns and a license to kill.

The latter should be reason enough to teach your kids how to protect themselves by respecting the law.  Teach your kids (especially sons) to remain calm at all times around the police.  There's no need to get emotional even if you're in the right.  If you get pulled over then already have your license and registration in your hand before the cop gets to your car.  Keep both hands on the steering wheel at all times.  You want them to always be visible and not move in a quick or unpredictable motion.

I know people are thinking, "why should I be forced to do that?"  The answer?  Because you want to increase your chances of getting home that night, that's why.  What's more important: how you feel or being alive?  Even if you're being harassed or unfairly targeted it's better to have your day in court than to do something that can cause a misunderstanding.  Ice Cube once famously said in a song that he'd rather be "judged by 12 (jury) than carried by six (pall bearers)."

And I agree with that 100%.

Cops

Stop assuming that all black males are dangerous.  If there is anything that is embedded in our brains in this country is that black males are to be feared.  We see things everyday that lead us to believe that they're unpredictable and have no respect for authority.  In some cases, that may be true, but you're not going to get me to believe that it represents anywhere near a majority of black males.  I know too many of them to believe that.

Here's what needs to happen: cops need training.  Badly.  Being a cop is more than just physical conditioning and gun training.  It should be more mental training than anything else.  Somehow you have to scrub their brain of every racial bias known to man and I don't think that it's as easy as one would think.  Even if you hire 500 cops, just 1% of that number can be enough to ruin the entire reputation of the police force.  That's right.  Just five people.

So, if and when a suspicious shooting does occur, it would be more beneficial for the police to treat it like a normal crime (which it is) rather than to start playing politics.  It would also give citizens more security in thinking that you are trying to protect and serve them and not just your own interests.

The police also need a change in policy.  Shooting to kill should never be the first option; it should be the last option.  Why some cops feel as if they need to empty their guns on a person is beyond me.  Especially when there are multiple cops on the scene.  Again, that goes back to training.  You can disarm a person without killing them.

Oh, I know that I only listed two things at first, but I have to add a third and it may be the most important of them all...

Media

Often they are the root cause to the mental images we all have of black males (and sometimes the police).  Whenever there is a shooting of a black male some of the media can't wait to post the most "gangsta" of photos of the victim.  Just like with Mike Brown who was shot in Ferguson, MO.  A recent high school graduate who may or may not have been a model citizen (I won't claim to know the kid), but he should have been afforded an "innocent until proven guilty" opportunity.  What does the media do?  They post this photo of him all over from the USA Today to lesser sites.


That's right. Show a photo of him throwing what a majority of the country will consider a gang sign.  That makes the police so much more believable when they say what they said about the incident.  After all, Like Trayvon Martin, he's not here to defend himself, so there's no backlash, right?

What was wrong with using this photo below instead?


Oh, too tame, right?  We wouldn't want people thinking that black males graduate now do we?

I know that I'm starting to get cynical with all of this, but it comes from a point of frustration.  We all realize that there is a problem yet we choose to only protest a few days after an incident happens.  Then it's on with our lives until the next incident.  I'm somewhat guilty of that, too.  However, I do exercise my right to vote and makes attempts with each election to actually vote for the best candidate and not my favorite political party.  If a majority of people gave Independents a chance we could actually see a change in this county.

But, that's a blog post for another day.  As for Mike Brown and other victims, all we can do is hope for justice.  Hopefully convincing evidence will show that either Mike Brown was well within his rights and gunned down unfairly or that the cop was well within his rights to protect himself.  It doesn't matter as long as it's the truth.

The only problem is: who's willing to tell it?

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