Io.net’s recently developed decentralized physical infrastructure network has moved into its beta phase, allowing GPU computing providers to plug into the platform.
Over 100,000 GPUs from data centers and private clusters are set to plug into a new decentralized physical infrastructure network (DePIN) beta launched by io.net.
As Cointelegraph previously reported, the startup has developed a decentralized network that sources GPU computing power from various geographically diverse data centers, cryptocurrency miners and decentralized storage providers to power machine learning and AI computing.
The company announced the launch of its beta platform during the Solana Breakpoint conference in Amsterdam, which coincided with a newly formed partnership with Render Network.
Tory Green, chief operating officer of io.net, spoke exclusively to Cointelegraph after a keynote speech alongside business development head Angela Yi. The pair outlined the critical differentiators between io.net’s DePIN and the broader cloud and GPU computing market.
Related: Google Cloud broadens Web3 startup program with 11 blockchain firms
Green identifies cloud providers like AWS and Azure as entities that own their supplies of GPUs and rent them out. Meanwhile, peer-to-peer GPU aggregators were created to solve GPU shortages, but “quickly ran into the same problems” as the exec explained.
Proud to present @ionet_official at @Solana #Breakpoint2023 yesterday!
— io.net (@ionet_official) November 4, 2023
Whether you're a GPU provider or an ML engineer - tune in for the live demonstration of the platform and join https://t.co/WLXlHkv6f1 now.
Watch the full video pic.twitter.com/E1XsgJLJNu
The wider Web2 industry continues to look to tap into GPU computing from underutilized sources. Still, Green contends that none of these existing infrastructure providers cluster GPUs in the same way that io.net founder Ahmad Shadid has pioneered.
“The problem is that they don't really cluster. They're primarily single instance and while they do have a cluster option on their websites, it's likely that a salesperson is going to call up all of their different data centers to see what’s available,” Green adds.
Meanwhile, Web3 firms like Render, Filecoin and Storj have decentralized services not focused on machine learning. This is part of io.net’s potential benefit to the Web3 space as a primer for these services to tap into the space.
Green points to AI-focused solutions like Akash network, which clusters an average of 8 to 32 GPUs, as well as GenSyn, as the closest service providers in terms of functionality. The latter platform is building its own machine learning compute protocol to provide a peer-to-peer “supercluster” of computing resources.
With an overview of the industry established, Green believes io.net’s solution is novel in its ability to cluster over different geographic locations in minutes. This statement was tested by Yi, who created a cluster of GPUs from different networks and locations during a live demo on stage at Breakpoint.
As for its use of the Solana blockchain to facilitate payments to GPU computing providers, Green and Yi note that the sheer scale of transactions and inferences that io.net will facilitate would not be processable by any other network.
“If you're a generative art platform and you have a user base that's giving you prompts, every single time those inferences are made, micro-transactions behind it,” Yi explains.
“So now you can imagine just the sheer size and the scale of transactions that are being made there. And so that's why we felt like Solana would be the best partner for us.”
The partnership with Render, an established DePIN network of distributed GPU suppliers, provides computing resources already deployed on its platform to io.net. Render’s network is primarily aimed at sourcing GPU rendering computing at lower costs and faster speeds than centralized cloud solutions.
Yi described the partnership as a win-win situation, with the company looking to tap into io.net’s clustering capabilities to make use of the GPU computing that it has access to but is unable to put to use for rendering applications.
Io.net will carry out a $700,000 incentive program for GPU resource providers, while Render nodes can expand their existing GPU capacity from graphical rendering to AI and machine learning applications. The program is aimed at users with consumer-grade GPUs, categorized as hardware from Nvidia RTX 4090s and under.
As for the wider market, Yi highlights that many data centers worldwide are sitting on significant percentages of underused GPU capacity. A number of these locations have “tens of thousands of top-end GPUs” that are idle:
“They're only utilizing 12 to 18% of their GPU capacity and they didn't really have a way to leverage their idle capacity. It's a very inefficient market.”
Io.net’s infrastructure will primarily cater to machine learning engineers and businesses that can tap into a highly modular user interface that allows a user to select how many GPUs they need, location, security parameters and other metrics.
Magazine: Beyond crypto: Zero-knowledge proofs show potential from voting to finance
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robertalfred175
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14.10.25 08:46
robertalfred175
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15.10.25 18:07
crypto
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15.10.25 21:52
harristhomas7376
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15.10.25 21:52
harristhomas7376
"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.10.25 20:17
tyleradams
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17.10.25 20:20
lindseyvonn
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17.10.25 20:22
richardcharles
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17.10.25 20:23
stevekalfman
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17.10.25 21:42
marcushenderson624
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17.10.25 21:42
marcushenderson624
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17.10.25 21:42
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1