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A New AI Math Startup Just Cracked 4 Previously Unsolved Problems

A New AI Math Startup Just Cracked 4 Previously Unsolved Problems

Five years ago, mathematicians Dawei Chen and Quentin Gendron were trying to untangle a difficult area of algebraic geometry involving differentials, elements of calculus used to measure distance along curved surfaces. While working on one theorem, they ran into an unexpected roadblock: Their argument depended on a strange formula from number theory, but they were unable to solve or justify it. In the end, Chen and Gendron wrote a paper presenting their idea as a conjecture, rather than a theorem.

Chen recently spent hours prompting ChatGPT in the hopes of getting the AI to come up with a solution to the still unsolved problem, but it wasn’t working. Then, during a reception at a math conference in Washington, DC, last month, Chen ran into Ken Ono, a well-known mathematician who had recently left his job at the University of Virginia to join Axiom, an artificial intelligence startup cofounded by one of his mentees, Carina Hong.

Chen told Ono about the problem, and the following morning, Ono presented him with a proof, courtesy of his startup’s math-solving AI, AxiomProver. “Everything fell into place naturally after that,” says Chen, who worked with Axiom to write up the proof, which has now been posted to arXiv, a public repository for academic papers.

Axiom’s AI tool found a connection between the problem and a numerical phenomenon first studied in the 19th century. It then devised a proof, which it helpfully verified itself. “What AxiomProver found was something that all the humans had missed,” Ono tells WIRED.

The proof is one of several solutions to unsolved math problems that Axiom says its system has come up with in recent weeks. The AI has not yet solved any of the most famous (or lucrative) problems in the field of mathematics, but it has found answers to questions that have stumped experts in different areas for years. The proofs are evidence of AI’s steadily advancing math abilities. In recent months, other mathematicians have reported using AI tools to explore new ideas and solve existing problems.

The techniques being developed by Axiom may prove useful outside the world of advanced math. For example, the same approaches could be used to develop software that is more resilient to certain kinds of cybersecurity attacks. This would involve using AI to verify that code is provably reliable and trustworthy.

“Math is really the great test ground and sandbox for reality,” says Hong, Axiom’s CEO. “We do believe that there are a lot of pretty important use cases of high commercial value.”

Axiom’s approach involves combining large language models with a proprietary AI system called AxiomProver that is trained to reason through math problems to reach solutions that are provably correct. In 2024, Google demonstrated a similar idea with a system called AlphaProof. Hong says that AxiomSolver incorporates several significant advances and newer techniques.

Ono says the AI-generated proof for the Chen-Gendron conjecture shows how AI can now meaningfully assist professional mathematicians. “This is a new paradigm for proving theorems,” he says.

Axiom’s system is more than just a regular AI model, in that it is able to verify proofs using a specialized mathematical language called Lean. Rather than just search through the literature, this allows AxiomProver to develop genuinely novel ways of solving problems.

Another one of the new proofs generated by AxiomProver demonstrates how the AI is capable of solving math problems entirely on its own. That proof, which has also been described in a paper posted to arXiv, provides a solution to Fel’s Conjecture, which concerns syzygies, or mathematical expressions where numbers line up in algebra. Remarkably, the conjecture involves formulas first found in the notebook of legendary Indian mathematician Srinivasa Ramanujan more than 100 years ago. In this case AxiomProver did not just fill in a missing piece of the puzzle, it devised the proof from start to finish.

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#Math #Startup #Cracked #Previously #Unsolved #Problems

In the years following the book’s release, a bro-y community of hobbyists has dabbled with their own wires and screens to create homebrew devices, frequently for hacking purposes or on-the-go coding. Historically, decks have resembled a heavy-duty laptop, featuring a screen and small keyboard, often sleek, utilitarian, and housed in a Pelican briefcase to survive imagined, apocalyptic scenarios. One niche ham radio YouTuber, over a year ago, titled his tutorial video “DIY Doomsday Cyberdeck EMAIL/TEXT without INTERNET” and, of course, included the “prepper” hashtag.

What sets Tan’s cyberdeck apart is its aesthetic. Inside her refurbished clamshell purse, hardware-wise, is a Raspberry Pi single-board computer with a small keyboard and screen. All fairly standard stuff—the cyberdeck’s feminine shell and crafty details are what subverts expectations. “I’ve not seen anyone do a hyper-femme one before,” she says. Tan felt an appreciation for the tactical aesthetic previously established by the cyberdeck community, but she wanted to craft a version that felt more authentic to her style. “I’ve always been very anti-minimalist,” she says. “In my life, I want color, and I want everything that I own to convey that it’s me.”

To make her mermaid cyberdeck less reliant on internet access, she has transferred heaps of files from her PC, uploading songs, books, maps, Wikipedia articles, and even some photos of her cats directly onto the device. When the custom mouse is connected, she can even run Doom on it.

Photo of Cyberdeck

In addition to her mermaid-inspired cyberdeck, Tan also shared the construction of a deck featuring solar panels on TikTok.

Courtesy of Annike Tan

Tan says the audience for her widely viewed TikToks are around three-fourths women. “A lot of people had the response, ‘Oh, I didn’t know you could make a computer like this. I thought it had to be a gray box, like every other Mac or Dell or whatever,’” says Ling Lu, a 28-year-old product designer and illustrator who lives in New York City. She was inspired by Tan’s videos to try to make her own whimsical gadget, the “cyberduck” audio journal, an avian-shaped recording device for personal use.

#Hottest #AntiAI #Gadget #Cyberdeckcomputer,diy,hacking,tiktok,trends,social media">The Hottest Anti-AI Gadget Is a CyberdeckIn the years following the book’s release, a bro-y community of hobbyists has dabbled with their own wires and screens to create homebrew devices, frequently for hacking purposes or on-the-go coding. Historically, decks have resembled a heavy-duty laptop, featuring a screen and small keyboard, often sleek, utilitarian, and housed in a Pelican briefcase to survive imagined, apocalyptic scenarios. One niche ham radio YouTuber, over a year ago, titled his tutorial video “DIY Doomsday Cyberdeck EMAIL/TEXT without INTERNET” and, of course, included the “prepper” hashtag.What sets Tan’s cyberdeck apart is its aesthetic. Inside her refurbished clamshell purse, hardware-wise, is a Raspberry Pi single-board computer with a small keyboard and screen. All fairly standard stuff—the cyberdeck’s feminine shell and crafty details are what subverts expectations. “I’ve not seen anyone do a hyper-femme one before,” she says. Tan felt an appreciation for the tactical aesthetic previously established by the cyberdeck community, but she wanted to craft a version that felt more authentic to her style. “I’ve always been very anti-minimalist,” she says. “In my life, I want color, and I want everything that I own to convey that it’s me.”To make her mermaid cyberdeck less reliant on internet access, she has transferred heaps of files from her PC, uploading songs, books, maps, Wikipedia articles, and even some photos of her cats directly onto the device. When the custom mouse is connected, she can even run Doom on it.In addition to her mermaid-inspired cyberdeck, Tan also shared the construction of a deck featuring solar panels on TikTok.
Courtesy of Annike TanTan says the audience for her widely viewed TikToks are around three-fourths women. “A lot of people had the response, ‘Oh, I didn’t know you could make a computer like this. I thought it had to be a gray box, like every other Mac or Dell or whatever,’” says Ling Lu, a 28-year-old product designer and illustrator who lives in New York City. She was inspired by Tan’s videos to try to make her own whimsical gadget, the “cyberduck” audio journal, an avian-shaped recording device for personal use.#Hottest #AntiAI #Gadget #Cyberdeckcomputer,diy,hacking,tiktok,trends,social media

hacking purposes or on-the-go coding. Historically, decks have resembled a heavy-duty laptop, featuring a screen and small keyboard, often sleek, utilitarian, and housed in a Pelican briefcase to survive imagined, apocalyptic scenarios. One niche ham radio YouTuber, over a year ago, titled his tutorial video “DIY Doomsday Cyberdeck EMAIL/TEXT without INTERNET” and, of course, included the “prepper” hashtag.

What sets Tan’s cyberdeck apart is its aesthetic. Inside her refurbished clamshell purse, hardware-wise, is a Raspberry Pi single-board computer with a small keyboard and screen. All fairly standard stuff—the cyberdeck’s feminine shell and crafty details are what subverts expectations. “I’ve not seen anyone do a hyper-femme one before,” she says. Tan felt an appreciation for the tactical aesthetic previously established by the cyberdeck community, but she wanted to craft a version that felt more authentic to her style. “I’ve always been very anti-minimalist,” she says. “In my life, I want color, and I want everything that I own to convey that it’s me.”

To make her mermaid cyberdeck less reliant on internet access, she has transferred heaps of files from her PC, uploading songs, books, maps, Wikipedia articles, and even some photos of her cats directly onto the device. When the custom mouse is connected, she can even run Doom on it.

Photo of Cyberdeck

In addition to her mermaid-inspired cyberdeck, Tan also shared the construction of a deck featuring solar panels on TikTok.

Courtesy of Annike Tan

Tan says the audience for her widely viewed TikToks are around three-fourths women. “A lot of people had the response, ‘Oh, I didn’t know you could make a computer like this. I thought it had to be a gray box, like every other Mac or Dell or whatever,’” says Ling Lu, a 28-year-old product designer and illustrator who lives in New York City. She was inspired by Tan’s videos to try to make her own whimsical gadget, the “cyberduck” audio journal, an avian-shaped recording device for personal use.

#Hottest #AntiAI #Gadget #Cyberdeckcomputer,diy,hacking,tiktok,trends,social media">The Hottest Anti-AI Gadget Is a Cyberdeck

In the years following the book’s release, a bro-y community of hobbyists has dabbled with their own wires and screens to create homebrew devices, frequently for hacking purposes or on-the-go coding. Historically, decks have resembled a heavy-duty laptop, featuring a screen and small keyboard, often sleek, utilitarian, and housed in a Pelican briefcase to survive imagined, apocalyptic scenarios. One niche ham radio YouTuber, over a year ago, titled his tutorial video “DIY Doomsday Cyberdeck EMAIL/TEXT without INTERNET” and, of course, included the “prepper” hashtag.

What sets Tan’s cyberdeck apart is its aesthetic. Inside her refurbished clamshell purse, hardware-wise, is a Raspberry Pi single-board computer with a small keyboard and screen. All fairly standard stuff—the cyberdeck’s feminine shell and crafty details are what subverts expectations. “I’ve not seen anyone do a hyper-femme one before,” she says. Tan felt an appreciation for the tactical aesthetic previously established by the cyberdeck community, but she wanted to craft a version that felt more authentic to her style. “I’ve always been very anti-minimalist,” she says. “In my life, I want color, and I want everything that I own to convey that it’s me.”

To make her mermaid cyberdeck less reliant on internet access, she has transferred heaps of files from her PC, uploading songs, books, maps, Wikipedia articles, and even some photos of her cats directly onto the device. When the custom mouse is connected, she can even run Doom on it.

Photo of Cyberdeck

In addition to her mermaid-inspired cyberdeck, Tan also shared the construction of a deck featuring solar panels on TikTok.

Courtesy of Annike Tan

Tan says the audience for her widely viewed TikToks are around three-fourths women. “A lot of people had the response, ‘Oh, I didn’t know you could make a computer like this. I thought it had to be a gray box, like every other Mac or Dell or whatever,’” says Ling Lu, a 28-year-old product designer and illustrator who lives in New York City. She was inspired by Tan’s videos to try to make her own whimsical gadget, the “cyberduck” audio journal, an avian-shaped recording device for personal use.

#Hottest #AntiAI #Gadget #Cyberdeckcomputer,diy,hacking,tiktok,trends,social media

Today’s Connections: Sports Edition will require some knowledge of popular U.S. sports and pop culture.

As we’ve shared in previous hints stories, this is a version of the popular New York Times word game that seeks to test the knowledge of sports fans.

Like the original Connections, the game is all about finding the “common threads between words.” And just like Wordle, Connections resets after midnight and each new set of words gets trickier and trickier — so we’ve served up some hints and tips to get you over the hurdle.

If you just want to be told today’s puzzle, you can jump to the end of this article for the latest Connections solution. But if you’d rather solve it yourself, keep reading for some clues, tips, and strategies to assist you.

What is Connections: Sports Edition?

The NYT‘s latest daily word game has launched in association with The Athletic, the New York Times property that provides the publication’s sports coverage. The sports Connections can be played on both web browsers and mobile devices and require players to group four words that share something in common.

Each puzzle features 16 words, and each grouping of words is split into four categories. These sets could comprise anything from book titles, software, country names, etc. Even though multiple words will seem like they fit together, there’s only one correct answer.

If a player gets all four words in a set correct, those words are removed from the board. Guess wrong and it counts as a mistake — players get up to four mistakes before the game ends.

Players can also rearrange and shuffle the board to make spotting connections easier. Additionally, each group is color-coded with yellow being the easiest, followed by green, blue, and purple. Like Wordle, you can share the results with your friends on social media.

Here’s a hint for today’s Connections: Sports Edition categories

Want a hint about the categories without being told the categories? Then give these a try:

Here are today’s Connections: Sports Edition categories

Need a little extra help? Today’s connections fall into the following categories:

Looking for Wordle today? Here’s the answer to today’s Wordle.

Ready for the answers? This is your last chance to turn back and solve today’s puzzle before we reveal the solutions.

Drumroll, please!

The solution to today’s Connections: Sports Edition #582 is…

What is the answer to Connections: Sports Edition today?

  • MLS Teams — RAPIDS, TIMBERS, UNION, WHITECAPS

  • NASCAR Tracks — BRISTOL, DAYTONA, POCONO, WATKINS

  • New York Knicks — BRIDGES, BRUNSON, HART, TOWNS

  • Words in the Names of Premier League Venues” — CRAVEN, MOLINEUX, STAMFORD, VILLA

Don’t feel down if you didn’t manage to guess it this time. There will be new sports Connections for you to stretch your brain with tomorrow, and we’ll be back again to guide you with more helpful hints.

Are you also playing NYT Strands? See hints and answers for today’s Strands.

If you’re looking for more puzzles, Mashable’s got games now! Check out our games hub for Mahjong, Sudoku, free crossword, and more.

Not the day you’re after? Here’s the solution to yesterday’s Connections.

#NYT #Connections #Sports #Edition #hints #answers #April #Tips #solve #Connections">NYT Connections Sports Edition hints and answers for April 28: Tips to solve Connections #582
                                                            Today’s Connections: Sports Edition will require some knowledge of popular U.S. sports and pop culture.As we’ve shared in previous hints stories, this is a version of the popular New York Times word game that seeks to test the knowledge of sports fans. Like the original Connections, the game is all about finding the “common threads between words.” And just like Wordle, Connections resets after midnight and each new set of words gets trickier and trickier — so we’ve served up some hints and tips to get you over the hurdle.If you just want to be told today’s puzzle, you can jump to the end of this article for the latest Connections solution. But if you’d rather solve it yourself, keep reading for some clues, tips, and strategies to assist you.
        SEE ALSO:
        
            Mahjong, Sudoku, free crossword, and more: Play games on Mashable
            
        
    
What is Connections: Sports Edition?The NYT‘s latest daily word game has launched in association with The Athletic, the New York Times property that provides the publication’s sports coverage. The sports Connections can be played on both web browsers and mobile devices and require players to group four words that share something in common.
    
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Each puzzle features 16 words, and each grouping of words is split into four categories. These sets could comprise anything from book titles, software, country names, etc. Even though multiple words will seem like they fit together, there’s only one correct answer.If a player gets all four words in a set correct, those words are removed from the board. Guess wrong and it counts as a mistake — players get up to four mistakes before the game ends.
    
        This Tweet is currently unavailable. It might be loading or has been removed.
    


Players can also rearrange and shuffle the board to make spotting connections easier. Additionally, each group is color-coded with yellow being the easiest, followed by green, blue, and purple. Like Wordle, you can share the results with your friends on social media.
        
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        SEE ALSO:
        
            Wordle-obsessed? These are the best word games to play IRL.
            
        
    
Here’s a hint for today’s Connections: Sports Edition categoriesWant a hint about the categories without being told the categories? Then give these a try:Here are today’s Connections: Sports Edition categoriesNeed a little extra help? Today’s connections fall into the following categories:Looking for Wordle today? Here’s the answer to today’s Wordle.Ready for the answers? This is your last chance to turn back and solve today’s puzzle before we reveal the solutions.Drumroll, please!The solution to today’s Connections: Sports Edition #582 is…What is the answer to Connections: Sports Edition today?MLS Teams — RAPIDS, TIMBERS, UNION, WHITECAPSNASCAR Tracks — BRISTOL, DAYTONA, POCONO, WATKINSNew York Knicks — BRIDGES, BRUNSON, HART, TOWNSWords in the Names of Premier League Venues” — CRAVEN, MOLINEUX, STAMFORD, VILLADon’t feel down if you didn’t manage to guess it this time. There will be new sports Connections for you to stretch your brain with tomorrow, and we’ll be back again to guide you with more helpful hints.Are you also playing NYT Strands? See hints and answers for today’s Strands.If you’re looking for more puzzles, Mashable’s got games now! Check out our games hub for Mahjong, Sudoku, free crossword, and more.Not the day you’re after? Here’s the solution to yesterday’s Connections.

                    
                                            
                            
                        
                                    #NYT #Connections #Sports #Edition #hints #answers #April #Tips #solve #Connections

New York Times word game that seeks to test the knowledge of sports fans.

Like the original Connections, the game is all about finding the “common threads between words.” And just like Wordle, Connections resets after midnight and each new set of words gets trickier and trickier — so we’ve served up some hints and tips to get you over the hurdle.

If you just want to be told today’s puzzle, you can jump to the end of this article for the latest Connections solution. But if you’d rather solve it yourself, keep reading for some clues, tips, and strategies to assist you.

What is Connections: Sports Edition?

The NYT‘s latest daily word game has launched in association with The Athletic, the New York Times property that provides the publication’s sports coverage. The sports Connections can be played on both web browsers and mobile devices and require players to group four words that share something in common.

Each puzzle features 16 words, and each grouping of words is split into four categories. These sets could comprise anything from book titles, software, country names, etc. Even though multiple words will seem like they fit together, there’s only one correct answer.

If a player gets all four words in a set correct, those words are removed from the board. Guess wrong and it counts as a mistake — players get up to four mistakes before the game ends.

Players can also rearrange and shuffle the board to make spotting connections easier. Additionally, each group is color-coded with yellow being the easiest, followed by green, blue, and purple. Like Wordle, you can share the results with your friends on social media.

Here’s a hint for today’s Connections: Sports Edition categories

Want a hint about the categories without being told the categories? Then give these a try:

Here are today’s Connections: Sports Edition categories

Need a little extra help? Today’s connections fall into the following categories:

Looking for Wordle today? Here’s the answer to today’s Wordle.

Ready for the answers? This is your last chance to turn back and solve today’s puzzle before we reveal the solutions.

Drumroll, please!

The solution to today’s Connections: Sports Edition #582 is…

What is the answer to Connections: Sports Edition today?

  • MLS Teams — RAPIDS, TIMBERS, UNION, WHITECAPS

  • NASCAR Tracks — BRISTOL, DAYTONA, POCONO, WATKINS

  • New York Knicks — BRIDGES, BRUNSON, HART, TOWNS

  • Words in the Names of Premier League Venues” — CRAVEN, MOLINEUX, STAMFORD, VILLA

Don’t feel down if you didn’t manage to guess it this time. There will be new sports Connections for you to stretch your brain with tomorrow, and we’ll be back again to guide you with more helpful hints.

Are you also playing NYT Strands? See hints and answers for today’s Strands.

If you’re looking for more puzzles, Mashable’s got games now! Check out our games hub for Mahjong, Sudoku, free crossword, and more.

Not the day you’re after? Here’s the solution to yesterday’s Connections.

#NYT #Connections #Sports #Edition #hints #answers #April #Tips #solve #Connections">NYT Connections Sports Edition hints and answers for April 28: Tips to solve Connections #582

Today’s Connections: Sports Edition will require some knowledge of popular U.S. sports and pop culture.

As we’ve shared in previous hints stories, this is a version of the popular New York Times word game that seeks to test the knowledge of sports fans.

Like the original Connections, the game is all about finding the “common threads between words.” And just like Wordle, Connections resets after midnight and each new set of words gets trickier and trickier — so we’ve served up some hints and tips to get you over the hurdle.

If you just want to be told today’s puzzle, you can jump to the end of this article for the latest Connections solution. But if you’d rather solve it yourself, keep reading for some clues, tips, and strategies to assist you.

What is Connections: Sports Edition?

The NYT‘s latest daily word game has launched in association with The Athletic, the New York Times property that provides the publication’s sports coverage. The sports Connections can be played on both web browsers and mobile devices and require players to group four words that share something in common.

Each puzzle features 16 words, and each grouping of words is split into four categories. These sets could comprise anything from book titles, software, country names, etc. Even though multiple words will seem like they fit together, there’s only one correct answer.

If a player gets all four words in a set correct, those words are removed from the board. Guess wrong and it counts as a mistake — players get up to four mistakes before the game ends.

Players can also rearrange and shuffle the board to make spotting connections easier. Additionally, each group is color-coded with yellow being the easiest, followed by green, blue, and purple. Like Wordle, you can share the results with your friends on social media.

Here’s a hint for today’s Connections: Sports Edition categories

Want a hint about the categories without being told the categories? Then give these a try:

Here are today’s Connections: Sports Edition categories

Need a little extra help? Today’s connections fall into the following categories:

Looking for Wordle today? Here’s the answer to today’s Wordle.

Ready for the answers? This is your last chance to turn back and solve today’s puzzle before we reveal the solutions.

Drumroll, please!

The solution to today’s Connections: Sports Edition #582 is…

What is the answer to Connections: Sports Edition today?

  • MLS Teams — RAPIDS, TIMBERS, UNION, WHITECAPS

  • NASCAR Tracks — BRISTOL, DAYTONA, POCONO, WATKINS

  • New York Knicks — BRIDGES, BRUNSON, HART, TOWNS

  • Words in the Names of Premier League Venues” — CRAVEN, MOLINEUX, STAMFORD, VILLA

Don’t feel down if you didn’t manage to guess it this time. There will be new sports Connections for you to stretch your brain with tomorrow, and we’ll be back again to guide you with more helpful hints.

Are you also playing NYT Strands? See hints and answers for today’s Strands.

If you’re looking for more puzzles, Mashable’s got games now! Check out our games hub for Mahjong, Sudoku, free crossword, and more.

Not the day you’re after? Here’s the solution to yesterday’s Connections.

#NYT #Connections #Sports #Edition #hints #answers #April #Tips #solve #Connections

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