Connect with us

Technologies

Sony AI outraces humans in Gran Turismo car racing game

Using a bank of 1,000 PlayStation 4 consoles as a virtual training ground, Sony taught an artificial intelligence system to outplay the best humans.

Over the last two years, Sony AI trained a computer system to play Polyphony Digital’s Gran Turismo Sport, a popular and realistic car racing game, and beat some of the world’s best human competitors, Sony said on Wednesday.

The AI, named GT Sophy, defeated top humans only in time trials when there were no other cars on the track during a July competition. But by October, GT Sophy beat the humans even with a scrum of virtual race cars.

GT Sophy is the latest experiment demonstrating that AI can be victorious at games such as chess and Go, which were long thought to be the domain of human intelligence. AI has also beaten people at classic Atari video games and the Starcraft real-time strategy game.

AI today generally refers to a process for programming computers using a technology known as neural networks, which mimic the way human brains work. Sony’s achievement is notable enough to warrant a research paper in the prestigious journal Nature.

A car racing video game, like Gran Turismo, presents open-ended tactical choices as well as simulated rules of physics. GT Sophy picked new ways to approach them, one of the human competitors said.

«The AI drives in a way that we would never have come up with,» said Takuma Miyazono, who won three challenges in the FIA Gran Turismo 2020 World Finals, speaking in a video. He said GT Sophy’s tactics made sense when he saw it drive.

Many AI systems are trained with real-world data through a system called deep learning that gives them the ability to recognize faces and to spot spam. GT Sophy used a different technique called reinforcement learning that starts with an entirely untrained system that has no idea what to do. It raced courses over and over again, following a human-designed reward system that encouraged better results and eventually mastered the game.

One particular difficulty was figuring out the unwritten rules of car racing, such as avoiding collisions and not inappropriately cutting off other drivers.

«We all underestimated how hard it would be to get the sportsmanship side right,» said Sony AI Director Peter Wurman in the video. «To do that without being overly aggressive or overly timid in the face of competitors.»

Sony AI ran simulations on computers connected to a bank of more than 1,000 PlayStation 4 game consoles.

As is common in AI, Sony trained its versions of Sophy GT using fast graphics chips. To run the simulations, it used computers with conventional processors.

Technologies

Today’s NYT Mini Crossword Answers for Thursday, Aug. 14

Here are the answers for The New York Times Mini Crossword for Aug. 14

Looking for the most recent Mini Crossword answer? Click here for today’s Mini Crossword hints, as well as our daily answers and hints for The New York Times Wordle, Strands, Connections and Connections: Sports Edition puzzles.


Today’s Mini Crossword isn’t too tough, and it has some fun movie and TV references. Just remember that «poster» can mean a couple of different things — it’s not always that photo of Def Leppard hanging on the wall. Want help with today’s NYT Mini Crossword? Read on. And if you could use some hints and guidance for daily solving, check out our Mini Crossword tips.

The Mini Crossword is just one of many games in the Times’ games collection. If you’re looking for today’s Wordle, Connections, Connections: Sports Edition and Strands answers, you can visit CNET’s NYT puzzle hints page.

Read more: Tips and Tricks for Solving The New York Times Mini Crossword

Let’s get to those Mini Crossword clues and answers.

Mini across clues and answers

1A clue:  Animals holding «Eat Mor Chikin» signs, in a classic ad campaign
Answer: COWS

5A clue: Suffix with Beatle or Wrestle
Answer: MANIA

6A clue: «Au revoir!»
Answer: ADIEU

7A clue: Ugly poster?
Answer: TROLL

8A clue: Be likely (to)
Answer: TEND

Mini down clues and answers

1D clue: Core group
Answer: CADRE

2D clue: Vegetable combined with celery and carrot to form «mirepoix»
Answer: ONION

3D clue: Handle, as a sword
Answer: WIELD

4D clue: «Better Call ___» («Breaking Bad» spinoff)
Answer: SAUL

5D clue: Damon of «Oppenheimer»
Answer: MATT

Continue Reading

Technologies

The iPhone 17 Hasn’t Been Announced Yet, but There’s Already a Case for It

The new case makes a bold style statement, but there’s no official confirmation that it correctly reflects Apple’s upcoming phone.

One of the first cases for the iPhone 17 has made its appearance. Canadian tech accessory company Dbrand announced its Tank Case for the iPhone 17 is set to go on sale in September, the same month we’re expecting Apple to announce the eagerly awaited iPhone 17.

While we don’t know the price of the Tank Case yet, Dbrand has certainly made some striking design choices in the hard black shell case, including plenty of number codes, the Freemason Eye of Providence in what looks like a center designed for MagSafe connections and what appears to be Braille. Dbrand is light on details for now, but you can sign up with your email address to get notifications about the case.

A representative for Dbrand did not immediately respond to a request for comment. 

Patrick Holland, CNET managing editor and mobile guru, cautions that these early-announced phone designs don’t always end up making it to the release date. Holland saw that happen just last year, when some manufacturers were forced to push quick redesigns to make room for the iPhone 16’s surprise camera control button. 

«It’s become a yearly tradition,» Holland said. «We see companies try to be the first out with a new case design for the latest iPhone, even though the phone hasn’t been announced by Apple.»

«For Dbrand, it’s unclear whether the Tank case is designed based on rumors, or if the company got an early look at the iPhone 17 series, or were given a dummy model,» Holland said. «The case does feature a full body width camera bump that has been heavily leaked for the iPhone 17 Pro and 17 Pro Max. There’s one thing that’s for certain: Dbrand’s Tank case looks chunky and busy, especially for a sleek new iPhone.»

That’s why we’re also keeping a close eye on all the latest reports of iPhone 17 features, including rumors of a redesigned camera bump and  a movable lens that could throw a curveball for third-party cases like this.

Social media buzz

Commenters on X shared a variety of opinions about the case. While one person wrote, «that case looks fire,» another wrote, «that case looks hideous.»

Commenters also wondered if the case design was revealing some previously unknown details about the iPhone 17.

«So the second button is basically confirmed?» one X commenter wrote. «Why would the case sport an area that looks pressable or ‘slideable’ otherwise?»

Another wrote, «Am I seeing that correctly? Three cameras on a base iPhone model finally.»

Others zeroed in on the idea that Apple likely does not want case manufacturers to reveal details about a phone before the company announces it, noting that Dbrand also unveiled a case for the Nintendo Switch 2 before that console came out.

«First the Switch 2, now the iPhone 17,» the one commenter wrote. «Yeahh, they’re never getting shit early to make cases anymore.»

Continue Reading

Technologies

Apple Reportedly Planning AI Comeback, Complete With a Tabletop Robot

Home security cameras and a standalone smart display are also coming, the report says.

Apple wants a bigger place in your home, according to a report posted Wednesday from Bloomberg’s Mark Gurman. While you might think of Apple primarily because it provides your iPhone, Apple Watch, iPad, MacBook, AirPods and more, the tech giant reportedly hopes to use artificial intelligence to sell you a number of new smart home devices. Those devices may include a tabletop robot, home security cameras and a smart speaker with a screen.

A representative for Apple did not immediately respond to a request for comment.

Tabletop robot

According to Bloomberg, it’s the tabletop robot, reportedly coming in 2027, that is the center of the plan. Bloomberg — and CNET — have reported on this plan before. At that time, the company reportedly had two concepts in mind: a robot that can move around the home, and a tabletop robotic device. 

Now, Bloomberg says the robot «will feature a lifelike version of Siri and the ability to engage with users throughout the day.» It reportedly resembles an iPad mounted on a movable limb that can reposition itself to face you.

Former CNET senior editor Lisa Eadicicco wrote in 2024 that «perhaps the biggest challenge when it comes to a home robot is that the market is unproven.» We’ve all seen the robot maid Rosie on the old Jetsons cartoon, but do we really need or want a robotic helper in our homes?

Standalone smart display

Another item Apple is reportedly working on is essentially a smart speaker with a screen. Bloomberg calls this a «stripped-down version of the robot.» 

It won’t have a robotic arm or conversational Siri, but it should be able to do such things as music playback, note taking, control home devices and video conferencing. Bloomberg says it will run a new operating system called Charismatic.

Home security cameras

Home security cameras are becoming more and more popular, and Apple wants to move into that realm as well. The company will make cameras that will anchor an Apple security system, the report says.

Continue Reading

Trending

Copyright © Verum World Media