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Innovation and Technology

AI Weekly: New Energy-Efficient Chips, Microsoft-OpenAI Talks, and Chatbot Safety Concerns

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AI Weekly: New Energy-Efficient Chips, Microsoft-OpenAI Talks, and Chatbot Safety Concerns

Welcome back to The Prompt, where we discuss the latest developments in AI and large language models. Researchers at Oregon State University have developed a processing chip for large language models that slashes their energy consumption in half by solving a key problem in AI processing: corrupted data. Typically, a power-hungry piece of hardware called an equalizer corrects any corruption that happens when data is sent from one place to another. Instead, the researchers created an on-chip component that itself uses machine learning to identify and correct errors caused by transmission.

The Need for Efficient Wireline Communication Chips

“Large language models need to send and receive tremendous amounts of data over wireline, copper-based communication links in data centers, and that requires significant energy,” researcher Ramin Javadi said in a press release. “One solution is to develop more efficient wireline communication chips.” This innovation has the potential to significantly reduce the power consumption of large language models, making them more efficient and environmentally friendly.

Big Plays in the AI Industry

Saudi Arabia has unveiled a state-backed AI company called Humain, which will be chaired by Saudi’s crown prince Mohammed bin Salman and backed by the country’s sovereign wealth fund. Forbes reported yesterday that Humain will be headed up by former Aramco Digital and Rakuten executive Tareq Amin and will focus on building its own AI tech, promoting AI tool use and taking a role in the country’s data center projects.

Market Movement and Partnerships

OpenAI and Microsoft are renegotiating the terms of their partnership in a way that enables the AI company to launch an initial public offering at some point in the future, reports the Financial Times. The negotiations also reportedly include modifications to agreements governing Microsoft’s access to OpenAI’s intellectual property. However, trouble is brewing for Stargate, OpenAI’s data center project with Softbank and Oracle. Bloomberg reported that Softbank is experiencing a slowdown in its attempts to raise capital to finance the $100 billion project, which will build data centers to power OpenAI’s expansion plans.

AI Deals of the Week

Forbes broke the news that AI startup Legora is in talks to raise $85 million in funding at a $675 million valuation in a deal led by General Catalyst and Iconiq. Existing investors Redpoint Ventures and Benchmark are also participating in the round. Google has signed a strategic agreement with nuclear power company Elementl Power to advance development of three nuclear power projects for data centers. Perplexity is reportedly in talks to raise a $500 million round that would value the AI search company at $14 billion, according to The Wall Street Journal.

Concerns Over AI Safety and Misuse

KnowUnity’s “SchoolGPT” chatbot was found to be providing dangerous and potentially deadly advice to students, including a detailed recipe for synthesizing fentanyl. The company behind it, Knowunity, is run by 23-year-old co-founder and CEO Benedict Kurz, who says it is “dedicated to building the #1 global AI learning companion for +1bn students.” Backed by more than $20 million in venture capital investment, KnowUnity’s basic app is free, and the company makes money by charging for premium features like “support from live AI Pro tutors for complex math and more.” However, the company’s rules prohibit descriptions and depictions of dangerous and illegal activities, eating disorders and other material that could harm its young users.

Your Weekly Demo and Model Behavior

Insurance company Lloyd’s of London will now offer insurance coverage to protect companies from losses related to malfunctioning chatbots. These policies include the cost of court claims stemming from a lawsuit or other issues such as a chatbot hallucinating a discount code that doesn’t exist. Last month, Coca-Cola ran an ad campaign that celebrated famous authors–and its own brand–by highlighting when Coke was mentioned in classic literary works. However, the campaign, which used AI to generate the ads, got several basic facts wrong.

Conclusion

The development of more efficient wireline communication chips for large language models has the potential to significantly reduce power consumption and make these models more environmentally friendly. However, concerns over AI safety and misuse are growing, and companies must take steps to ensure that their AI systems are not providing harmful or dangerous advice to users. As the AI industry continues to evolve, it is essential to prioritize safety, transparency, and accountability in the development and deployment of AI systems.

FAQs

  • What is the main goal of the researchers at Oregon State University?
    The main goal of the researchers is to develop a processing chip for large language models that slashes their energy consumption in half by solving a key problem in AI processing: corrupted data.
  • What is Humain, and what is its purpose?
    Humain is a state-backed AI company in Saudi Arabia that will focus on building its own AI tech, promoting AI tool use, and taking a role in the country’s data center projects.
  • What is the concern over KnowUnity’s SchoolGPT chatbot?
    The concern is that the chatbot is providing dangerous and potentially deadly advice to students, including a detailed recipe for synthesizing fentanyl.
  • What is Lloyd’s of London’s new insurance coverage for chatbots?
    The insurance coverage protects companies from losses related to malfunctioning chatbots, including the cost of court claims stemming from a lawsuit or other issues such as a chatbot hallucinating a discount code that doesn’t exist.
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Innovation and Technology

The Impact of AI on Business: A Guide to the Future

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The Impact of AI on Business: A Guide to the Future

AI and automation for impact are revolutionizing the business world, transforming the way companies operate, make decisions, and interact with customers. In this comprehensive guide, we’ll explore the current state of AI in business, its benefits and challenges, and what the future holds for this technology. From enhanced efficiency to improved customer experiences, AI is poised to drive significant growth and innovation in the years to come.

Understanding AI and Its Applications in Business

AI refers to the development of computer systems that can perform tasks that typically require human intelligence, such as learning, problem-solving, and decision-making. In business, AI is being used in a variety of ways, including chatbots, predictive analytics, and process automation. These applications are enabling companies to streamline operations, reduce costs, and improve customer engagement.

Types of AI Used in Business

There are several types of AI being used in business, including narrow or weak AI, general or strong AI, and superintelligence. Narrow AI is designed to perform a specific task, such as image recognition or language translation, while general AI is more advanced and can perform a wide range of tasks. Superintelligence refers to AI that is significantly more intelligent than humans and has the potential to revolutionize numerous industries.

Benefits of AI in Business

The benefits of AI in business are numerous and well-documented. AI can help companies improve efficiency, reduce costs, and enhance customer experiences. It can also provide valuable insights and enable data-driven decision-making. Additionally, AI can help businesses stay competitive and adapt to changing market conditions.

The Current State of AI in Business

AI is being used in a variety of industries, including healthcare, finance, and retail. In healthcare, AI is being used to analyze medical images, diagnose diseases, and develop personalized treatment plans. In finance, AI is being used to detect fraud, predict market trends, and optimize investment portfolios. In retail, AI is being used to personalize customer experiences, optimize supply chains, and predict demand.

Challenges and Limitations of AI in Business

While AI has the potential to revolutionize numerous industries, there are also challenges and limitations to its adoption. One of the biggest challenges is the need for high-quality data, which can be difficult to obtain and integrate. Additionally, AI systems can be biased and require significant expertise to develop and implement. Furthermore, there are concerns about job displacement and the potential for AI to exacerbate existing social inequalities.

Real-World Examples of AI in Business

There are numerous real-world examples of AI in business, including Amazon’s use of AI-powered chatbots to provide customer support, Walmart’s use of AI to optimize its supply chain, and Google’s use of AI to improve its search engine results. These examples demonstrate the potential of AI to drive significant growth and innovation in business.

The Future of AI in Business

The future of AI in business is exciting and rapidly evolving. As AI technology continues to advance, we can expect to see even more innovative applications and use cases. One area that holds significant promise is the use of AI in conjunction with other emerging technologies, such as blockchain and the Internet of Things (IoT). This convergence of technologies has the potential to create new business models, products, and services that we cannot yet imagine.

Emerging Trends and Technologies

There are several emerging trends and technologies that are likely to shape the future of AI in business. These include the use of edge AI, which enables AI processing to occur at the edge of the network, reducing latency and improving real-time decision-making. Another trend is the use of transfer learning, which enables AI models to be trained on one task and applied to another, reducing the need for large amounts of training data.

Preparing for the Future of AI in Business

To prepare for the future of AI in business, companies need to develop a strategic plan that takes into account the potential benefits and challenges of AI. This plan should include investments in AI research and development, as well as employee training and education. Additionally, companies need to ensure that they have the necessary infrastructure and data management systems in place to support AI adoption.

Conclusion

In conclusion, AI and automation for impact are transforming the business world, enabling companies to improve efficiency, reduce costs, and enhance customer experiences. While there are challenges and limitations to AI adoption, the benefits are numerous and well-documented. As AI technology continues to advance, we can expect to see even more innovative applications and use cases. By understanding the current state of AI in business, its benefits and challenges, and what the future holds, companies can prepare for the significant growth and innovation that AI is poised to drive.

Frequently Asked Questions (FAQs)

What is AI and how is it used in business?

AI refers to the development of computer systems that can perform tasks that typically require human intelligence, such as learning, problem-solving, and decision-making. In business, AI is being used in a variety of ways, including chatbots, predictive analytics, and process automation.

What are the benefits of AI in business?

The benefits of AI in business are numerous and well-documented. AI can help companies improve efficiency, reduce costs, and enhance customer experiences. It can also provide valuable insights and enable data-driven decision-making.

What are the challenges and limitations of AI in business?

While AI has the potential to revolutionize numerous industries, there are also challenges and limitations to its adoption. One of the biggest challenges is the need for high-quality data, which can be difficult to obtain and integrate. Additionally, AI systems can be biased and require significant expertise to develop and implement.

How can companies prepare for the future of AI in business?

To prepare for the future of AI in business, companies need to develop a strategic plan that takes into account the potential benefits and challenges of AI. This plan should include investments in AI research and development, as well as employee training and education. Additionally, companies need to ensure that they have the necessary infrastructure and data management systems in place to support AI adoption.

What is the future of AI in business?

The future of AI in business is exciting and rapidly evolving. As AI technology continues to advance, we can expect to see even more innovative applications and use cases. One area that holds significant promise is the use of AI in conjunction with other emerging technologies, such as blockchain and the Internet of Things (IoT). This convergence of technologies has the potential to create new business models, products, and services that we cannot yet imagine.

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Innovation and Technology

AI Revolution in the Workplace

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AI Revolution in the Workplace

As AI matures, the availability of so-called “digital labor” is exploding, expanding the very definition of a qualified workforce. What was once the exclusive domain of human talent has now been joined by AI agents capable of handling many tasks once considered beyond the reach of automation—and as a result, according to Salesforce CEO Marc Benioff, the total addressable market for digital labor could soon reach the trillions of dollars.

The Evolution of Automation

The evolution of automation has been a significant factor in the growth of digital labor. Tasks that were once thought to require human intelligence and expertise can now be performed by AI agents with a high degree of accuracy and speed. This has opened up new possibilities for businesses and organizations, allowing them to automate tasks that were previously manual and time-consuming.

Impact on the Workforce

The rise of digital labor is likely to have a significant impact on the workforce. As AI agents take over routine and repetitive tasks, human workers will be freed up to focus on more complex and creative tasks that require a higher level of skill and expertise. This could lead to the creation of new job opportunities and the development of new industries that we cannot yet imagine.

Benefits of Digital Labor

The benefits of digital labor are numerous. For businesses, it can increase efficiency and productivity, reduce costs, and improve customer service. For workers, it can provide new opportunities for skill development and career advancement. For society as a whole, it can help to drive economic growth and innovation.

Challenges and Limitations

However, there are also challenges and limitations to the growth of digital labor. One of the main challenges is the need for significant investment in AI technology and infrastructure. There is also a risk that the rise of digital labor could exacerbate existing social and economic inequalities, particularly if certain groups are left behind in the transition to an automated workforce.

Future of Digital Labor

Despite these challenges, the future of digital labor looks bright. As AI technology continues to evolve and improve, we can expect to see even more tasks and industries being automated. This will require workers to develop new skills and adapt to new ways of working, but it also has the potential to drive significant economic growth and innovation.

Total Addressable Market

According to Salesforce CEO Marc Benioff, the total addressable market for digital labor could soon reach the trillions of dollars. This is a significant opportunity for businesses and investors, and it highlights the potential for digital labor to drive economic growth and innovation in the years to come.

Conclusion

In conclusion, the rise of digital labor is a significant trend that is likely to have a major impact on the workforce and the economy. As AI technology continues to evolve and improve, we can expect to see even more tasks and industries being automated. While there are challenges and limitations to the growth of digital labor, the benefits are numerous and the potential for economic growth and innovation is significant.

FAQs

  • Q: What is digital labor?
    A: Digital labor refers to the use of AI agents and automation to perform tasks that were previously done by humans.
  • Q: What are the benefits of digital labor?
    A: The benefits of digital labor include increased efficiency and productivity, reduced costs, and improved customer service.
  • Q: What are the challenges and limitations of digital labor?
    A: The challenges and limitations of digital labor include the need for significant investment in AI technology and infrastructure, and the risk that it could exacerbate existing social and economic inequalities.
  • Q: What is the total addressable market for digital labor?
    A: According to Salesforce CEO Marc Benioff, the total addressable market for digital labor could soon reach the trillions of dollars.
  • Q: How will digital labor change the workforce?
    A: Digital labor will change the workforce by automating routine and repetitive tasks, and freeing up human workers to focus on more complex and creative tasks.
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Innovation and Technology

311 Revolutionizes Music Industry With Tech And Independence

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311 Revolutionizes Music Industry With Tech And Independence

Introduction to Nick Hexum

Nick Hexum stands at the intersection of music and innovation, blending decades of creative evolution with a bold new vision for artist empowerment in the digital age. Some people talk about disrupting the system. Nick Hexum and 311 are actually doing it. 311 recently came through Houston on tour and played at the 713 Music Hall. I had the privilege of showing up a few hours before the band took the stage to sit down with the band’s founder and lead singer Nick Hexum.

We spent an hour or so talking about a wide range of topics. I was impressed with Hexum but left the interview feeling a little inadequate. Hexum and I are the same age (I have him beat by just a few months), but he has accomplished much more than I in his time on this planet. As the frontman of 311, Hexum has spent over three decades pushing musical boundaries—from funk-rock and reggae-punk hybrids to chill ballads that defy easy labels. But it’s not just the band’s sound that’s evolved. Hexum is also challenging the music industry’s outdated business models by using technology and taking a more independent approach.

From Rock Star to Label Founder

Today, Hexum isn’t just continuing to make his own music—he’s helping other artists do the same. With his new startup label platform called SKP, he’s giving musicians an alternative to traditional record deals. SKP provides digital distribution, promotional support and a way to stay independent—all without demanding ownership of an artist’s music. Hexum and I talked about the sometimes contentious relationship between artists and labels, and the traditional revenue model. This fresh model flips the typical record label arrangement upside down.

“Now, with this label platform we’re doing, we’ve been able to flip that in the opposite where the distributor and label services platform would take 12% and give the artist 88%,” Hexum told me. “Completely flipping it.” It’s a response to decades of experience where artists signed away their rights for small royalty checks, often without clear accounting or control. Now, Hexum wants to put power back in the hands of creators.

From Cassette Tapes to Airplane Studios

Hexum’s journey has adapted over the years with the evolution of technology. He started on a four-track cassette recorder, moved to eight-track tape and later recorded in iconic LA studios. But now? He writes and records from a laptop with a MIDI controller and a pair of headphones—often while flying. “That has been super helpful—the convenience that the new technology can give you,” he said. This shift has given Hexum more freedom to create, no matter where he is. And more importantly, it’s given artists everywhere the chance to make professional music without needing expensive gear or studio time.

Streaming, Vinyl and Changing How Fans Listen

Hexum uses Apple Music to stream lossless-quality tracks and manage demos. He values the convenience—but he hasn’t given up on physical music either. He and his band still release music on vinyl, recognizing how fans appreciate something they can see, hold and collect. Instead of focusing only on one-off singles, Hexum prefers releasing four-song EPs. These smaller collections give fans a more complete experience, including both catchy singles and deeper tracks that show a broader range of creativity.

Blockchain and Better Business Models

Hexum is also watching blockchain closely. He believes it can solve long-standing issues in music—like delayed royalty payments and ticket scalping. Through SKP, his team is developing “clever contracts”—a simpler alternative to Ethereum smart contracts. These digital agreements allow for automatic, transparent payments to artists without middlemen taking a cut. He also sees potential for blockchain to reduce scalping by tying tickets to verified identities, making resale more controlled and fair for fans.

Touring Through the Generations

While some bands only tour with a new album to promote, 311 has toured every summer—no matter what. That consistency, Hexum said, helped them stay strong even when CD sales collapsed and streaming changed everything. Their audience now includes both longtime fans and a younger crowd discovering songs like “Amber” and “Champagne.” Hexum said the band’s mix of rock, reggae, hip hop and pop has helped them stay relevant across decades. “We keep finding new eclectic ingredients to try sticking together and see how they fit,” he said.

Redefining What Success Looks Like

Hexum wants artists to think like owners, not employees. That mindset shift is key to building careers that last. When pop artist Chapel Roan recently said record labels should offer healthcare, Hexum saw it differently. “Why would you want to be an employee when you can be an owner?” Rather than rely on labels for support, Hexum believes in helping artists build their own businesses. His approach combines fair compensation, creative freedom and a model that rewards long-term thinking over short-term fame.

The New Rock and Roll Dream

For decades, going platinum was the goal. But in today’s music world, the dream has changed. Artists want control over their music, their money and their message. And thanks to technology, they don’t need a major label to make it happen. Technology empowers freedom for artists. Today, the smartest move an artist can make is owning the path they’re on.

Conclusion

Nick Hexum’s journey is a testament to the power of innovation and creativity in the music industry. By embracing new technologies and business models, Hexum is not only pushing the boundaries of his own music but also empowering other artists to take control of their careers. As the music industry continues to evolve, it’s clear that Hexum will remain a pioneer, leading the charge towards a more equitable and sustainable future for artists.

FAQs

Q: What is SKP, and how does it help artists?
A: SKP is a startup label platform founded by Nick Hexum that provides digital distribution, promotional support, and a way for artists to stay independent without demanding ownership of their music.
Q: How has technology changed the way Hexum creates music?
A: Technology has given Hexum the freedom to create music anywhere, using a laptop, MIDI controller, and headphones, and has also enabled him to make professional music without expensive gear or studio time.
Q: What is the significance of blockchain in the music industry, according to Hexum?
A: Hexum believes blockchain can solve issues like delayed royalty payments and ticket scalping by allowing for automatic, transparent payments to artists and tying tickets to verified identities.
Q: What is Hexum’s approach to helping artists build their own businesses?
A: Hexum’s approach combines fair compensation, creative freedom, and a model that rewards long-term thinking over short-term fame, encouraging artists to think like owners, not employees.
Q: What is the new rock and roll dream, according to Hexum?
A: The new rock and roll dream is for artists to have control over their music, money, and message, and to own their path, without needing a major label.

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