• Latest
  • All
  • Breaking
  • Announcements
  • Learn
  • Analysis
  • Current events
How DePINs Address AI’s GPU Gap and Ethics Problems

How DePINs Address AI’s GPU Gap and Ethics Problems

August 2, 2024

Binance Alpha 将在 8 月 15 日上线 TCOM Global (TCOM)

August 13, 2025
US prosecutors double down on 10-year sentence for HashFlare co-founders

US prosecutors double down on 10-year sentence for HashFlare co-founders

August 13, 2025

Grayscale launches two trusts linked to Sui ecosystem protocols

August 13, 2025

Ethereum dev detained in Turkey donates to Roman Storm’s defense fund

August 13, 2025

Crypto crime unit with $250M in seizures expands with Binance

August 13, 2025

Coinbase revives stablecoin bootstrap fund to boost USDC in DeFi

August 13, 2025

OpenEden taps BNY Mellon to manage tokenized US Treasury assets

August 13, 2025

HashFlare founders given time served for $577M crypto Ponzi

August 13, 2025

Ethereum whales scoop sales by traders in ‘disbelief’ of rally: Santiment

August 13, 2025

US takes down sites, seizes $1M from crypto ransomware gang BlackSuit

August 13, 2025

US prosecutors double down on 10-year sentence for HashFlare co-founders

August 13, 2025
SEC to focus on ‘clear’ crypto regulations after Ripple case: Atkins

SEC to focus on ‘clear’ crypto regulations after Ripple case: Atkins

August 12, 2025
Wednesday, August 13, 2025
8V Crypto Academy
8V Academy - 8V.com - Your Cryptocurrency Gateway
  • About 8V
    • 8V Exchange
    • 8V Blog
  • Market Beat
    • Today Real-time Market Data
    • Web3
    • Breaking
    • Tokens
    • Markets
    • Compliance
    • Exchanges
    • Tech
    • GameFi
    • NFT
    • Defi
    • Miscellaneous
  • Platform
    • 8V Announcements
    • Events
      • Current Events
      • Closed Events
    • Product
      • 8V Overview
      • Assets
      • Exchange
        • Spot Trading
        • Futures Trading
        • Leverage Trading
      • Copy Trading
      • Earn
        • Fixed
        • Flexible
      • Cryptocurrency Debit Card
      • Buy Crypto Instantly
      • Strategy Trading
    • Trading Fees and Limits
    • 8V Exchange API
    • Referral Scheme
    • Bug Bounty
    • FAQ
      • Account Functions
      • Deposits & Withdrawals
      • Others
  • Academy
    • How To Buy Crypto
    • Learning Centre
    • Analysis Center
    • Crypto Glossary
  • Business
    • Coin Listing Request
    • Crypto Trader Application
    • Partnerships
  • Policy
    • Privacy Policy
    • Service Agreement
    • Disclaimer
    • Compliance Notice
  • English
    • English
    • 中文 (台灣)
    • 中文 (中国)
  • Members
    • Login
    • Register
    • Activate
    • Add New Friends
No Result
View All Result
  • About 8V
    • 8V Exchange
    • 8V Blog
  • Market Beat
    • Today Real-time Market Data
    • Web3
    • Breaking
    • Tokens
    • Markets
    • Compliance
    • Exchanges
    • Tech
    • GameFi
    • NFT
    • Defi
    • Miscellaneous
  • Platform
    • 8V Announcements
    • Events
      • Current Events
      • Closed Events
    • Product
      • 8V Overview
      • Assets
      • Exchange
        • Spot Trading
        • Futures Trading
        • Leverage Trading
      • Copy Trading
      • Earn
        • Fixed
        • Flexible
      • Cryptocurrency Debit Card
      • Buy Crypto Instantly
      • Strategy Trading
    • Trading Fees and Limits
    • 8V Exchange API
    • Referral Scheme
    • Bug Bounty
    • FAQ
      • Account Functions
      • Deposits & Withdrawals
      • Others
  • Academy
    • How To Buy Crypto
    • Learning Centre
    • Analysis Center
    • Crypto Glossary
  • Business
    • Coin Listing Request
    • Crypto Trader Application
    • Partnerships
  • Policy
    • Privacy Policy
    • Service Agreement
    • Disclaimer
    • Compliance Notice
  • English
    • English
    • 中文 (台灣)
    • 中文 (中国)
  • Members
    • Login
    • Register
    • Activate
    • Add New Friends
No Result
View All Result
8V Crypto Academy
No Result
View All Result

How DePINs Address AI’s GPU Gap and Ethics Problems

August 2, 2024
in Breaking, News
Reading Time: 6 mins read
A A

sWith the explosion of generative artificial intelligence projects, computational power has become a hotly contested resource. As AI becomes more ubiquitous and the race for graphic processing unit (GPU) supplies intensifies, the need for wider and more democratized access to computing power has become an urgent priority for non-MAANG companies. Combine this red-hot demand with scarcity that is quickly transforming into resource exclusivity, and the ugly likely result is an AI ecosystem is largely being molded by a small handful of massive tech corporations.

Mark Rydon is the Co-Founder and Head of Strategy at Aethir, a decentralized enterprise-grade cloud computing network.

If we are to avoid this, the future of AI, and its ethical implications, hinges on the ability to distribute these resources widely rather than relying on a handful of corporations to monopolize this power.

Addressing the Supply Side of Compute Demands

As the demand for computing surges, the current infrastructure struggles to keep pace. As reported in the Washington Post, several states are running short of power. Northern Virginia, for example, needs several large nuclear power plants to serve all the new data centers planned and under construction.

Additionally, the escalating costs of model training raise critical questions about the future of AI development: Where will this necessary computing power come from? China recently announced that it aims to boost its computing capacity by 50% in the next decade and a half, but this avenue won’t be available to all.

One way to address this is through a decentralized model.

Decentralized Physical Infrastructure Networks (DePINs) can be used to aggregate underutilized enterprise GPUs and put them to use, redistributing previously inaccessible supply back into the market. They can also help leverage the latent compute capacity in consumer devices, creating a vast, accessible network of GPUs that can be utilized for AI training and other compute-intensive tasks. These approaches democratize the supply and access to computational resources, challenging traditional GPU monopolies and fostering innovation.

Moreover, distributed infrastructure optimizes resource use, ensuring that unused computational power can contribute to significant AI projects. This approach maximizes efficiency and aligns with ESG principles of reducing energy waste and environmental impacts associated with large-scale data centers.

Unlocking New Data Oceans

Not only can DePINs address the supply and resource challenge that drives compute accessibility. They can also help unlock new data oceans that can provide the diverse datasets needed to train more specialized, robust and inclusive AI models. This approach enhances the quality of AI systems and promotes data sovereignty and privacy.

DePINs use blockchain technology and advanced encryption methods to ensure data remains secure and ownership is clearly defined. This decentralized approach broadens the spectrum of information, including that of underrepresented regions and communities, leading to more accurate and inclusive AI models.

Furthermore, DePINs give data owners more control over their information, enhancing privacy while encouraging widespread data sharing. For instance, consider a healthcare scenario where a patient’s data from various hospitals and clinics can be securely shared without compromising on privacy. By leveraging DePINs, researchers can access a rich, diverse dataset that enhances their ability to develop better diagnostic tools and treatment plans. Similarly, in the environmental science field, DePINs can facilitate sharing climate data from various sensors, often located on private homes and properties worldwide, leading to more accurate models and predictions.

The Ethical Imperative

It’s also worth noting how the concentration of AI development within a few Big Tech companies raises significant ethical concerns. When advanced AI model training and deployment are monopolized by a few entities, it restricts AI’s potential to benefit all. This centralized control can reinforce existing inequalities and curtail the scope of AI’s positive impact on society.

The concentration of power can lead to biased AI systems that reflect the perspectives and priorities of a narrow segment of the population, exacerbating social and economic disparities. Such a scenario contradicts AI’s democratizing potential, where innovations should ideally serve diverse communities and address a wide range of societal challenges.

Democratizing access to GPU resources is not just an imperative for the industry – it is an ethical necessity. By ensuring that researchers, startups, and innovators worldwide can access the computational power required to develop AI technologies, we can promote a more inclusive and equitable AI landscape. NVIDIA CEO Jensen Huang who coined the term “Sovereign AI,” also emphasizes that nations must create AI to ensure cultural preservation. This broader access encourages diverse perspectives in AI development, leading to fairer, more balanced, and more effective AI solutions that can benefit society.

Impact on Innovation

The potential impact of decentralized GPU infrastructure on innovation and research, particularly in emerging markets, cannot be overstated. For instance, our recent collaboration with TensorOpera AI to advance large-scale language model (LLM) training on a decentralized cloud infrastructure showcased the tangible benefits of this approach. By harnessing the power of decentralized GPUs, TensorOpera can now conduct significant LLM training runs without relying on traditional, centralized resources. This democratization of computing power now paves the way for innovative projects and research endeavors previously unattainable due to resource constraints.

Bridging the compute divide

Decentralized GPU infrastructure represents a pivotal step towards bridging the compute divide and democratizing access to AI resources. By distributing computational power more equitably, we can ensure that the benefits of AI are realized by a broader spectrum of society, thereby increasing innovation across the board. This approach addresses the ethical challenges posed by AI monopolies and fosters global innovation and research, particularly in emerging markets.

As we move forward, embracing decentralized models and leveraging latent computational capacities will be crucial in meeting the growing demands of AI development. The future of AI depends on our ability to build a more inclusive, equitable and decentralized computational landscape.

Note: The views expressed in this column are those of the author and do not necessarily reflect those of CoinDesk, Inc. or its owners and affiliates.

 

Previous Post

As Trump Suggests Crypto as a Fix to U.S. Debt, Harris Camp Highlights His Remarks

Next Post

Coinbase’s ‘Solid’ Earnings May Get Derailed by Low Volume, Fed Headwinds, Analysts Say

Related Posts

Miscellaneous

Binance Alpha 将在 8 月 15 日上线 TCOM Global (TCOM)

August 13, 2025
US prosecutors double down on 10-year sentence for HashFlare co-founders
Breaking

US prosecutors double down on 10-year sentence for HashFlare co-founders

August 13, 2025
Breaking

Grayscale launches two trusts linked to Sui ecosystem protocols

August 13, 2025
Breaking

Ethereum dev detained in Turkey donates to Roman Storm’s defense fund

August 13, 2025
Breaking

Crypto crime unit with $250M in seizures expands with Binance

August 13, 2025
Breaking

Coinbase revives stablecoin bootstrap fund to boost USDC in DeFi

August 13, 2025
Next Post
Coinbase’s ‘Solid’ Earnings May Get Derailed by Low Volume, Fed Headwinds, Analysts Say

Coinbase's 'Solid' Earnings May Get Derailed by Low Volume, Fed Headwinds, Analysts Say

Top 20 Coins
Click on coin symbol for more information.
SYMBOL
PRICE
1D%
1W%
TREND
No Rows To Show
to of
Page of
Powered By 8V.com

Academy Analysis Announcements Blog Breaking Closed events Compliance Current events Events GameFi Learn Miscellaneous News NFT Platform Tech

  • Top 10 Altcoins to Watch in Q4 2025 to Q4 2026
  • 2026 Crypto Trend Prediction: Uncovering Future Shifts in Crypto Sectors
  • Unveiling the Future: Can Ethereum’s Upgrade Solve Economic Scalability Challenges
  • Elon Musk and Crypto: A Comprehensive Analysis and Shift in Strategy
  • Surviving the Crypto Shakeout: A Deep Dive into 1,200 Seed-Funded Projects from the Last Two Years
  • Analyzing Uniswap & Unichain
  • Analyzing Bitcoin Mining Pools and the Impact of Bitcoin Halving
8v.com - download APP 8v.com - download APP 8v.com - download APP
  • About 8V
  • Download APP
  • Announcements
  • Breaking News
  • RSS Feeds
  • Service Agreement
  • Privacy Policy
  • Disclaimer

© 2025 8V.com - 8V Crypto Academy - Empower your crypto journey! 8V.com

No Result
View All Result
  • About 8V
    • 8V Exchange
    • 8V Blog
  • Market Beat
    • Today Real-time Market Data
    • Web3
    • Breaking
    • Tokens
    • Markets
    • Compliance
    • Exchanges
    • Tech
    • GameFi
    • NFT
    • Defi
    • Miscellaneous
  • Platform
    • 8V Announcements
    • Events
      • Current Events
      • Closed Events
    • Product
      • 8V Overview
      • Assets
      • Exchange
      • Copy Trading
      • Earn
      • Cryptocurrency Debit Card
      • Buy Crypto Instantly
      • Strategy Trading
    • Trading Fees and Limits
    • 8V Exchange API
    • Referral Scheme
    • Bug Bounty
    • FAQ
      • Account Functions
      • Deposits & Withdrawals
      • Others
  • Academy
    • How To Buy Crypto
    • Learning Centre
    • Analysis Center
    • Crypto Glossary
  • Business
    • Coin Listing Request
    • Crypto Trader Application
    • Partnerships
  • Policy
    • Privacy Policy
    • Service Agreement
    • Disclaimer
    • Compliance Notice
  • English
    • English
    • 中文 (台灣)
    • 中文 (中国)
  • Members
    • Login
    • Register
    • Activate
    • Add New Friends

© 2025 8V.com - 8V Crypto Academy - Empower your crypto journey! 8V.com