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Singapore-based startup founder Anand Roy thinks generative AI can help fix a broken music sector

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For Anand Roy, making music used to mean jamming with his progressive rock band based out of Bangalore. Today, the one-time metalhead now makes music with a simple tap of a button through his start-up Wubble AI, which allows users to generate, edit, and customize royalty-free music in over 60 different genres.

Roy started Wubble with his co-founder, Shaad Sufi, in 2024, from a small office in Singapore’s central business district. Since then, his platform has generated tunes for global giants like Microsoft, HP, L’Oreal and NBCUniversal. They’re even used on the Taipei Metro, where AI-generated tunes soothe harried commuters. 

Generative AI has been a controversial subject in the creative industry: Artists, musicians and other content creators worry that companies will train AI on copyrighted materials, then ultimately automate away the need for human creators at all.

Roy, however, thinks Wubble is a way to fix a music sector that’s already broken. Artists are awarded micro-payments on streaming sites like Spotify, which only works for the most famous artists. 

Roy spent almost two decades at Disney, where he oversaw operations at its networks and studios in major cities like Tokyo, Mumbai and Los Angeles. He said his time leading Disney’s music group opened his eyes to the tedious process of music licensing.

“So many licensing deals were not going through because of the quantum of paperwork, the amount of red tape, and how expensive, complex and convoluted the entire process was,” he says. Yet, the incumbent music firms “don’t have a lot of motivation to streamline processes.”

Wubble is trying something different, collaborating directly with musicians and paying them for the raw material used to train Wubble’s AI. “If we’re looking at Latino hip hop, we’ll go to a recording studio in Buenos Aires or Rio de Janeiro, and tell them we need ten hours of Latino music,” Roy says. Wubble then negotiates a deal and offers a one-time payment for their work, at rates Roy argues are more competitive than other companies offering music streaming services.

He admits that a one-time payment isn’t a perfect solution, however, and adds that he’s currently exploring how technologies like blockchain can uncover new ways to compensate musicians for their help training Wubble’s AI models.

David Gunkel, who teaches communication studies at Northern Illinois University in Chicago, thinks training AI from artist-commissioned material is a smarter business move than just trawling the web for copyrighted content.

Production companies like Disney, Universal and Warner Bros., for example, are suing AI companies like Midjourney and Minimax of copyright infringement, arguing that users can easily generate images and videos of protected characters like Star Wars’s Darth Vader. 

“If you’re curating your data sets, and compensating and giving credit to the artists that are being utilized to train your model, you won’t find yourself in a lawsuit,” he explains. “It’s a better business practice, just in terms of your long-term viability as a commercial actor.”

Text-to-speech generation

Wubble currently offers just instrumental music and audio effects, but Roy thinks voice is the next step. By end-January, Roy says his platform will offer AI-generated voiceovers created from written scripts, to cater to clients who require narrative-led audio tracks. “So, the entire audio content workflow for a business can be housed on Wubble,” he concludes proudly. 

AI music startups are popping up around the world, hoping to use the powerful new technology to make the process of creating tunes and songs easier. Some, like Suno, cater in generating full songs, while others like Moises offer tools for artists.

In Asia, too, Korean AI startup Supertone offers voice synthesis and cloning, using samples to generate new vocal tracks. The startup, founded by Kyogu Lee, was acquired by HYBE, the entertainment company behind K-pop sensation BTS, and now operates as its subsidiary. Supertone even debuted a fully virtual K-pop girl group, SYNDI8, in 2024. 

At Fortune Brainstorm AI Singapore last year, Lee said he saw musical artists as “co-creators,” not just in terms of licensing their voices, but also asking for their help in refining the technology. 

AI “will democratize the creative process, so every creator or artist can experiment with this new technology to explore and experiment with new ideas,” he told the audience.

Roy, from Wubble, also sees AI as a way to make it easier for more people to get involved in music creation.

“Music creation has always been a privilege. It’s been the domain of those who have the time and resources to learn an instrument,” he says. “We believe that every human being should be able to create—and AI enables that now.”



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New study finds that late bloomers are more successful than child prodigies

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You may have a leg up on the child prodigies who made you feel inadequate as a school kid.

Despite outliers like Wolfgang Amadeus Mozart, a new analysis based on 19 studies involving 34,000 high achievers across multiple disciplines — including Nobel laureates, top chess players, Olympic champions, and elite musicians — found that individuals who achieved peak performance early in life were not always the same people to reach high success in adulthood. 

“Across the highest adult performance levels, peak performance is negatively correlated with early performance,” the report, which was published in the journal Science, said.

The researchers, led by Arne Güllich of RPTU Kaiserlautern-Landau in Germany, noted that prodigies often specialized in a single discipline, pigeonholing themselves in a particular field early in life. By contrast, late bloomers found success across multiple fields.

The study provides key insights into long-debated scientific inquiries into the origins of elite knowledge. While many parents may assume that helping their kids specialize early in life prepares them for successful careers, the latest research suggests otherwise. Early field-specific development can provide short-term success. However, longer-term success is more common among late bloomers.

“World top-10 youth chess players and later world top-10 adult chess players are nearly 90% different individuals across time,” the researchers wrote, suggesting that those who bloom early in life don’t tend to reach the height of their success at the same time late bloomers hit their stride. It also means that child prodigies and late bloomers develop differently and grow up to be fundamentally different people. 

To be sure, talented children usually find success in adulthood. In fact, a 2023 study found that child prodigies tend to earn more and have more career success than the average person.

Güllich and his team also note that their study is limited by its methodology. The research analyzed data from two types of studies: prospective studies, which scrutinize high-performing children over time, and retrospective studies, which looked back at the childhood development of high-achieving adults. Researchers pointed out that it is impossible to assign children to random careers, and that further research is required to understand how early development relates to success later in life.

Still, the study’s findings challenge the emphasis on early signs of high performance that elite schools, conservatories and youth sport academies often look for when recruiting talent.

In fact, earlier research indicates that such training could be detrimental, inspiring burnout. A 2018 NIH study found that “gifted” children had poor perceptions of their physical health, and that gifted kids were more at risk of poor mental health compared to non-gifted kids.

“All the findings obtained in this study suggest that gifted children are at risk in respect of mental health,” it warned.



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Rumors are swirling about Venezuela holding $60 billion in Bitcoin—but crypto experts are skeptical

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Following the United States’ capture of Nicolás Maduro over the weekend, a report came out claiming that Venezuela had $60 billion stored in Bitcoin—leading to speculation that the U.S. could lay claim to cryptocurrency as well as oil. Despite numerous reports of the huge Venezuelan Bitcoin stash, however, a crypto forensic firm is skeptical of the claims. 

The news of Venezuela’s Bitcoin holding began to bubble up last Saturday, the same day that Maduro was ousted. The digital publication Project Brazen reported that his regime could control $60 billion in the original cryptocurrency—but offered little in the way of proof.

“The article does not mention any addresses as a starting point, making it difficult to verify any of these speculated claims,” said Aurelie Barthere, principal research analyst at Nansen, about Project Brazen’s report. 

Barthere is not the first person to express skepticism about the country’s purported crypto treasure trove. Mauricio di Bartolomeo, the Venezuelan co-founder of the financial services company Ledn, told Fortune on Wednesday that the level of the country’s corruption makes the figure hard to believe. He expanded his argument in an opinion piece he wrote for Coindesk

Estimates of Venezuela’s crypto holdings vary wildly. Bitcointreasuries.net estimates that the country has $22 million worth of Bitcoin. That figure would make Venezuela the government entity with the ninth-most money tied up in the original cryptocurrency, just behind North Korea. 

While the exact size of Venezuela’s Bitcoin wealth is unclear, the country has long been a player in crypto. Maduro introduced a token called the Petro in 2018, which was shuttered six years later. Its citizens have also turned to stablecoins as a way to fight their currency’s hyperinflation.

Trump has said that he will “run” Venezuela, and some have speculated that includes seizing the country’s Bitcoin holdings. Andrew Fierman, head of national security intelligence at Chainalysis, said he could not speak to the likelihood of such a seizure. He did, however, explain what gaining control of assets might look like. 

A freezing of assets could occur through centralized services, he says. These services would get a court order for an exchange or an issuer like Tether or Circle who could blacklist an address. The second method is through physical seizure. The U.S. could get control of wallets, devices, and keys through compelled cooperation. 

For now, there is unlikely to be a full and accurate account of Venezuela’s Bitcoin holdings until the political situation in the country becomes more stable.

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The future depends on copper, but a coming shortage makes it a ‘systemic risk’ to the economy

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Copper has long been an economic bellwether as the metal is widely used across industries, but soaring demand is making it a strategic bottleneck that threatens growth, according to S&P Global.

In a report published Thursday, researchers estimated demand for the metal will jump 50% from current levels to 42 million metric tons by 2040, while supply will shrink in the coming years.

The result will be a shortfall of 10 million tons that represents a “systemic risk for global industries, technological advancement and economic growth,” the report said.

Meanwhile, copper prices have surged to more than $13,000 per metric ton from just over $8,000 in April 2025, as President Donald Trump’s global tariffs and mining disruptions weighed on supplies. Prices for precious metals like gold, silver, palladium, and platinum, which also have industrial uses, have shot up in recently months as well.

The report highlights four key drivers of copper demand: core economic sectors, the transition to electrification, data centers powering the AI boom, and high-tech weapons.

A fifth potential driver is humanoid robots, S&P Global said, citing projections of 1 billion to 10 billion of them in operation by 2040.

“The future is not just copper-intensive, it is copper-enabled. Every new building, every line of digital code, every renewable megawatt, every new car, every advanced weapon system depends on the metal,” Aurian De La Noue, executive director for critical minerals and energy transition consulting at S&P Global Energy, said in a statement.

“Multilateral cooperation and regional diversification will be crucial to ensure a more resilient global copper system—one commensurate with copper’s role as the linchpin of electrification, digitalization, and security in the age of AI.”

Increased mining is necessary to alleviate the supply pressure, but it takes 17 years, on average, for a new mine to yield fresh copper after it’s first discovered. That’s as several headwinds weigh on production, including geology, engineering, logistics, regulatory, and environmental issues.

The concentration of copper mining and processing represent risks too, according to S&P Global. For example, just six countries account for roughly two-thirds of mining production, and China alone commands about 40% of global smelting capacity.

Beijing already leverages its dominance in rare earth minerals—which are also critical in a range of technologies—as a geopolitical tool in disputes with rivals like the U.S. and Japan.

The report warned copper’s reliance on a handful of countries makes global supplies and prices vulnerable to disruptions, policy shocks, and trade barriers.

“Several countries have deemed copper a ‘critical metal’ over the past half decade, including, in 2025, the United States. And with good reason,” said study co-chair Carlos Pascual, senior vice president at S&P Global Energy for geopolitics and international affairs

“Copper is the connective artery linking physical machinery, digital intelligence, mobility, infrastructure, communication, and security systems,” Pascual said. “The future availability of copper has become a matter of strategic importance.”



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