Tag Archives: Weak AI

Artificial Intelligence Is Struggling With Racism (And The Larger Implications)

There’s no doubt that artificial intelligence will fundamentally change the world. Its potential is so vast that some even say it will be mankind’s last invention. Once it gets to a certain point, it won’t just be better at everything humans do. It may very well supplant humanity as the dominant life form on this planet. There are no shortage of movies that depict how dire that could be.

That said, it’s bound to go through some growing pains. Not all of those pains will involve a Skynet-level malfunction, but they will warrant concern.

At the moment, our artificial intelligence is still limited. It’s not dumb, but it’s very limited. It can do certain tasks very well, like play chess or win Jeopardy. It can’t apply that intelligence at a broader macro level like a human.

That still makes them useful and they’re still advancing rapidly. Artificial intelligence programs are used frequently for tasks like moderating comments sections and tracking sales data. The problem with these programs is that, since the AI is not generally intelligent, humans have to fill in the gaps. Since humans are flawed and bias, those traits sometimes find their way into the AI.

That’s what happened recently with YouTube’s comment moderation algorithms. As an aspiring YouTuber, I know how imperfect those algorithms can be. The intentions are noble. These AI programs are supposed to curtail hate speech. The internet needs that right now. Anyone who has ever visited 4chan knows that.

However, sometimes the AI systems are so narrow that they don’t ese the forest from the trees. That’s what happened recently when those systems mistook discussions about chess for racist language. Tech Xplore did an article on it and while it’s somewhat humorous on the surface, it’s also quite revealing.

Tech Xplore: AI May Mistake Chess Discussions as Racist Talk

“The Queen’s Gambit,” the recent TV mini-series about a chess master, may have stirred increased interest in chess, but a word to the wise: social media talk about game-piece colors could lead to misunderstandings, at least for hate-speech detection software.

That’s what a pair of Carnegie Mellon University researchers suspect happened to Antonio Radic, or “agadmator,” a Croatian chess player who hosts a popular YouTube channel. Last June, his account was blocked for “harmful and dangerous” content.

YouTube never provided an explanation and reinstated the channel within 24 hours, said Ashiqur R. KhudaBukhsh a project scientist in CMU’s Language Technologies Institute (LTI). It’s nevertheless possible that “black vs. white” talk during Radi?’s interview with Grandmaster Hikaru Nakamura triggered software that automatically detects racist language, he suggested.

Now, should we be concerned? Is it worrying that an AI with the backing of Google couldn’t surmise that simple terms like “black vs. white” were referring to chess and not race relations?

The short answer is not really.

The longer answer is not really, but we should learn important lessons from this.

The AI systems that moderate YouTube comments are nowhere near the kinds of systems we’d see in an artificial general intelligence. It’s like comparing a steam engine to a modern rocket. That said, we had to learn how to make a damn good steam engine before we could learn to make a decent rocket.

With something like advanced artificial intelligence, the margin for error is very small. You could even argue there is no margin for error. That’s why so many worry that such an AI could be an existential threat to humanity. If its too flawed to understand the difference between chess and racist rhetoric, then we could be in serious trouble.

The problem, in this case, isn’t with the nature of the AI. It’s with us, its creators. Since we humans are so flawed, racism being one of our worst flaws, it’s understandable that this sort of thing would find its way into our programming. It already has in a number of fields.

Again, those types of systems are limited and narrow. There’s a lot of room for human flaws to enter the system.

With advanced AI, those flaws could end up being extremely damaging. If too many of them find their way into a more advanced AI, we wouldn’t end up with a helpful, usable system. We’d end up with something like Skynet or Ultron. At that point, we’d be in serious trouble and we wouldn’t be able to rely on John Conner or the Avengers to save us.

We still have time. This latest issue with YouTube’s algorithms is minor, in the grand scheme of things, and fairly easy to correct. Once we get around to creating more advanced systems, though, we need to be aware of these flaws. We need to remember that any advanced AI we create will reflect our best and worst qualities. Let’s make sure our best win out in the long run.

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Filed under Artificial Intelligence, technology, YouTube

Artificial Intelligence Is Learning Law: Is Government Next?

It’s inevitable. As technology advances, certain industries are going to become obsolete. That’s why the horse-and-buggy industry is incredibly limited. It’s also why companies don’t make typewriters or LaserDisk movies anymore. Once better tech becomes available, an industry either adapts or disappears. Just ask Blockbuster.

Sometimes, it’s obvious that an industry is becoming obsolete. Again, just ask Blockbuster. As soon as something better, easier, and more convenient comes along, it’s only a matter of time before it takes over. However, it’s when things aren’t quite as obvious where more dramatic changes occur.

In terms of dramatic change, few things have the potential to generate more than artificial intelligence. I’ve highlighted that many times before, but a lot of that potential depends on advances that haven’t happened yet. They’re still likely to happen at some point, which may or may not be in my lifetime. They’re just not there yet.

That said, AI doesn’t have to become advanced on the level of Skynet or Hal 9000 to impact and/or disrupt major industries. The AI technology we have now is already having an impact. It may only be a narrow form of AI, which is AI that’s focused on performing a specific task, like playing chess. Its potential is still immense and some fields are feeling it more than others.

One industry that might feel it first is law. Now, at the risk of inspiring one too many lawyer jokes, I’m going to try and keep things general here. I’m also going to try and fit in some personal experience. I know some lawyers personally. I’ve been in law offices and I’ve seen how they work. You don’t have to be that much a visionary to understand how AI could change this industry entirely.

Recently, TechNews did a story on how artificial intelligence is learning basic legal operations and learning it quite well. Given the massive amounts of data and technicalities included in American law, a narrow AI is ideally suited to handle such tasks. However, I don’t think the piece fully grasps the implications.

TechNews: Lawyers Beware: Artificial Intelligence Is Learning Law – And Doing Frighteningly Well

AI or artificial intelligence is starting to find its footing in the legal field. The world is now on the brink of revolution in legal profession spearheaded with the extensive use of AI in the entire industry, specifically by the in-house lawyers.

Just like how email greatly changed the way people conduct their business on a daily basis, AI is also expected to become an ever-present force and an invaluable assistant to almost all lawyers.

But the million-dollar question now is, what does the future look like for AI as far as the legal industry is concerned? A much bigger question is, will AI soon replace real life lawyers?

These are not unreasonable questions. What will happen to the current legal industry if much of the legal grunt-work can be handled by an AI? What will happen to the industry when it’s no longer necessary to have a huge team of overpaid lawyers to conduct competent legal operations?

As someone who has been in his share of law offices, I can make a few educated guesses. I can easily imagine firms shrinking their office space, but expanding their operations. Most of the legal offices I’ve gone to dedicate 80 percent of their office space to storing documents and secure research material. Very little is left or necessary for the actual people doing the work.

The recent pandemic has only revealed that plenty of this work can be done form home or remotely. Some legal proceedings are even unfolding through Zoom calls, albeit with mixed results. It’s a step in that it undermines and disrupts the traditional model for handling the law. It also raises a much larger question that the TechNews article didn’t ask.

Once AI learns the law, then is learning government next?

It’s a natural progression. Governments make and administer laws. An AI that specializes in the law would also have to learn government, as well. A narrow AI might be able to process the general bureaucracy of a government, but what happens when those systems become more advanced?

I’m not just talking about a scenario where an AI becomes the government, which I’ve already speculated on. An AI that has perfect expertise in both law and government operations could have many less obvious effects. Inefficiencies that often go unnoticed in a bureaucracy are suddenly harder to overlook. Inconsistencies that rarely get fixed, due to that bureaucracy, can finally be remedied.

In theory, a sufficiently advanced AI, which need not be as intelligent as a human, could do more than just document legal and government proceedings. It could formulate new laws and policies on its own. Some may seem outrageous from a basic non-lawyer human perspective, but make perfect sense within a functioning legal system or government.

It may still seem like just another tool for lawyers to stay organized, but I think it could be more than that. If an AI makes both legal and government systems more efficient, then what will that mean for those in government? Would politicians be better able to implement their agenda if they have tools like AI at their disposal? Would that necessarily be a good thing?

This is where things get both tricky and political. No matter how confident you are in your political persuasions, the party you favor will not always be in power.

It may seem like politics is trending a certain way, but those trends change quickly. People who think their party is strong now can’t imagine a time when they’ll lose that strength. It happens regularly in any democracy.

Like it or not, your party will one day be out of power. When that happens, do you want the other party having a more efficient means of implementing their policies?

I’m sure everyone’s answer to that question will vary. What no one is certain of is how we’ll keep up with ever-improving AI systems, regardless of what industry they’re in. It’s one thing for a system to make it easier to stream movies or keep track of groceries. It’s quite another when it becomes intimately involved with our laws and our government.

The TechNews article expressed some concern, but only with respect to how it affects the current law industry. I believe AI, even if it’s focused only on law, will have a far larger impact. That’s not to say that AI will render law firms and governments obsolete.

If ever there was one domain in which foresight is critical, it’s this. Some industries can and should become obsolete. Others, like how we govern our society, need a more careful approach. We simply cannot afford our laws and our government to end up like Blockbuster.

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Filed under Artificial Intelligence, Current Events, human nature, Neuralink, politics, technology

Killer Robots, Drone Warfare, And How Artificial Intelligence Might Impact Both

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On November 5, 2001, the history of warfare changed forever. On that date, an unmanned Predator drone armed with hellfire missiles killed Mohammed Atef, a known Al-Qaida military chief and the son-in-law to Osama Bin Laden. From a purely strategic standpoint, this was significant in that it proved the utility of a new kind of weapon system. In terms of the bigger picture, it marked the start of a new kind of warfare.

If the whole of human history has taught us anything, it’s that the course of that history changes when societies find new and devastating ways to wage war. In ancient times, to wage war, you needed to invest time and resources to train skilled warriors. That limited the scope and scale of war, although some did make the most of it.

Then, firearms came along and suddenly, you didn’t need a special warrior class. You just needed to give someone a gun, teach them how to use it, and organize them so that they could shoot in a unit. That raised both the killing power and the devastating scale of war. The rise of aircraft and bombers only compounded that.

In the 20th century, warfare became so advanced and so destructive that the large-scale wars of the past just aren’t feasible anymore. With the advent of nuclear weapons, the potential dangers of such a war are so great that no spoils are worth it anymore. In the past, I’ve even noted that the devastating power of nuclear weapons have had a positive impact on the world, albeit for distressing reasons.

Now, drone warfare has added a new complication. Today, drone strikes are such a common tactic that it barely makes the news. The only time they are noteworthy is when one of those strikes incurs heavy civilian casualties. It has also sparked serious legal questions when the targets of these strikes are American citizens. While these events are both tragic and distressing, there’s no going back.

Like gunpowder before it, the genie is out of the bottle. Warfare has evolved and will never be the same. If anything, the rise of combat drones will only accelerate the pace of change with respect to warfare. Like any weapon before it, some of that change will be negative, as civilian casualties often prove. However, there also potential benefits that could change more than just warfare.

Those benefits aren’t limited to keeping keep soldiers out of combat zones. From a cost standpoint, drones are significantly cheaper. A single manned F-22 Raptor costs approximately $150 million while a single combat drone costs about $16 million. That makes drones 15 times cheaper and you don’t need to be a combat ace to fly one.

However, those are just logistical benefits. It’s the potential that drones have in conjunction with advanced artificial intelligence that could make them every bit as influential as nuclear weapons. Make no mistake. There’s plenty of danger in that potential. There always is with advanced AI. I’ve even talked about some of those risks. Anyone who has seen a single “Terminator” movie understands those risks.

When it comes to warfare, though, risk tolerance tends to be more complicated than anything you see in the movies. The risks of AI and combat drones have already sparked concerns about killer robots in the military. As real as those risks are, there’s another side to that coin that rarely gets discussed.

Think back to any story involving a drone strike that killed civilians. There are plenty of incidents to reference. Those drones didn’t act on orders from Skynet. They were ordered by human military personnel, attempting to make tactical decision on whatever intelligence they had available at the time. The drones may have done the killing, but a human being gave the order.

To the credit of these highly trained men and women in the military, they’re still flawed humans at the end of the day. No matter how ethically they conduct themselves, they’re ability to assess, process, and judge a situation is limited. When those judgments have lives on the line, both the stakes and the burdens are immense.

Once more advanced artificial intelligence enters the picture, the dynamics for drone warfare changes considerably. This isn’t pure speculation. The United States Military has gone on record saying they’re looking for ways to integrate advanced AI into combat drones. While they stopped short of confirming they’re working on their own version of Skynet, the effort to merge AI and combat drones is underway.

In an overly-simplistic way, they basically confirmed they’re working on killer robots. They may not look like the Terminator or Ultron, but their function is similar. They’re programmed with a task and that task may or may not involve killing an enemy combatant. At some point, a combat drone is going to kill another human being purely based on AI.

That assumes it hasn’t already happened. It’s no secret that the United States Military maintains shadowy weapons programs that are often decades ahead of their time. Even if it hasn’t happened yet, it’s only a matter of time. Once an autonomous drone kills another human being, we’ll have officially entered another new era of warfare.

In this era, there are no human pilots directing combat drones from afar. There’s no human being pulling the trigger whenever a drone launches its lethal payload into a combat situation. The drones act on their own accord. They assess all the intel they have on hand, process it at speeds far beyond that of any human, and render decisions in an instant.

It sounds scary and it certainly is. Plenty of popular media, as well as respected public figures, paint a terrifying picture of killer robots killing without remorse or concern. However, those worst-case-scenarios overlook both the strategic and practical aspect of this technology.

In theory, a combat drone with sufficiently advanced artificial intelligence will be more effective than any human pilot could ever be in a military aircraft. It could fly better, carrying out maneuvers that would strain or outright kill even the most durable pilots. It could react better under stressful circumstances. It could even render better judgments that save more lives.

Imagine, for a moment, a combat drone with systems and abilities so refined that no human pilot or officer could hope to match it. This drone could fly into a war zone, analyze a situation, zero in on a target, and attack with such precision that there’s little to no collateral damage.

If it wanted to take a single person out, it could simply fire a high-powered laser that hits them right in the brain stem.

If it wants to take out someone hiding in a bunker, it could utilize a smart bullet or a rail gun that penetrates every level of shielding and impacts only a limited area.

If it wants to take out something bigger, it could coordinate with other drones to hit with traditional missiles in such a way that it had no hope of defending itself.

Granted, drones this advanced probably won’t be available on the outset. Every bit of new technology goes through a learning curve. Just look at the first firearms and combat planes for proof of that. It takes time, refinement, and incentive to make a weapons system work. Even before it’s perfected, it’ll still have an impact.

At the moment, the incentives are definitely there. Today, the general public has a very low tolerance for casualties on both sides of a conflict. The total casualties of the second Iraq War currently sit at 4,809 coalition forces and 150,000 Iraqis. While that’s only a fraction of the casualties suffered in the Vietnam War, most people still deem those losses unacceptable.

It’s no longer feasible, strategically or ethically, to just blow up an enemy and lay waste to the land around them. Neither politics nor logistics will allow it. In an era where terrorism and renegade militias pose the greatest threat, intelligence and precision matter. Human brains and muscle just won’t cut it in that environment. Combat drones, if properly refined, can do the job.

Please note that’s a big and critical if. Like nuclear weapons, this a technology that nobody in any country can afford to misuse. In the event that a combat drone AI develops into something akin to Skynet or Ultron, then the amount of death and destruction it could bring is incalculable. These systems are already designed to kill. Advanced AI will just make them better at killing than any human will ever be.

It’s a worst-case scenario, but one we’ve managed to avoid with nuclear weapons. With advanced combat drones, the benefits might be even greater than no large-scale wars on the level of Word War II. In a world where advanced combat drones keep terrorists and militias from ever becoming too big a threat, the potential benefits could be unprecedented.

Human beings have been waging bloody, brutal wars for their entire history. Nuclear weapons may have made the cost of large wars too high, but combat drones powered by AI may finally make it obsolete.

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Filed under Artificial Intelligence, Current Events, futurism, technology