logo
Nvidia Wants To Build A Planet-Scale AI Factory With DGX Cloud Lepton

Nvidia Wants To Build A Planet-Scale AI Factory With DGX Cloud Lepton

Forbes19 hours ago

DGX Lepton Cloud
In April 2025, Nvidia quietly acquired Lepton AI, a Chinese startup specializing in GPU cloud services. Founded in 2023, Lepton AI focused on renting out GPU compute that's aggregated from diverse infrastructure and cloud providers. While the deal value is unknown, the founders of Lepton AI, Yangqing Jia (former VP of Technology at Alibaba) and Junjie Bai, joined Nvidia to continue building the product. Lepton AI had previously raised $11 million in seed funding from investors such as CRV and Fusion Fund.
Nvidia has rebranded Lepton AI as DGX Cloud Lepton and relaunched it in June 2025. According to Nvidia, the service delivers a unified AI platform and compute marketplace that connects developers to tens of thousands of GPUs from a global network of cloud providers.
How Does DGX Cloud Lepton Work
DGX Cloud Lepton serves as a unified AI platform and marketplace, bringing the global network of GPU resources closer to developers. It aggregates the GPU capacity offered by cloud providers, such as AWS, CoreWeave and Lambda, through a consistent software interface. This enables developers to access GPU compute through a centralized interface, regardless of the cluster's location.
Lepton Cloud
While leveraging the underlying GPU compute, Nvidia is exposing a consistent software platform powered by NIM, Nemo, Blueprints and Cloud Functions. Irrespective of the cloud infrastructure, developers can expect the same software stack to run their AI workflows.
DGX Cloud Lepton supports three primary workflows:
Dev Pods: Interactive development environments (e.g., Jupyter notebooks, SSH, VS Code) for prototyping and experimentation.
Batch Jobs: Large-scale, non-interactive workloads (e.g., model training, data preprocessing) that can be distributed across multiple nodes, with real-time monitoring and detailed metrics.
Inference Endpoints: Deploy and manage models (base, fine-tuned, or custom) as scalable, high-availability endpoints, with support for both NVIDIA NIM and custom containers
Apart from this, DGX Cloud Lepton delivers operational features such as real-time monitoring and observability, on-demand auto-scaling, custom workspaces, security and compliance. Developers can choose the region of their preference to maintain data locality and comply with data sovereignty requirements.
DGX Lepton's Growing Network
Nvidia has partnered with major cloud providers and infrastructure providers worldwide. Andromeda, AWS, CoreWeave, Foxconn, Hugging Face, Lambda, Microsoft Azure, Mistral AI, Together AI and Yotta are some of the listed partners for DGX Cloud Lepton.
At the recently held GTC event in Paris, Nvidia announced that it is working with some of the leading European cloud providers to enable local developers to meet the data sovereignty needs. It also announced a partnership with Hugging Face to deliver training clusters as a service.
Nvidia collaborates with European venture capital firms, Accel, Elaia, Partech, and Sofinnova Partners, to provide up to $100,000 in GPU capacity credits and assistance from NVIDIA specialists for eligible portfolio firms via DGX Cloud Lepton.
While the pricing varies based on the cloud provider, the service is currently in preview. Developers can sign up at https://developer.nvidia.com/dgx-cloud/get-lepton to apply for early access to Lepton.
With DGX Cloud Lepton, Nvidia aims to make GPU computing accessible to global developers. Instead of launching its own cloud platform that competes with the hyperscalers, Nvidia has chosen to partner with them to deliver aggregated compute resources to developers.

Orange background

Try Our AI Features

Explore what Daily8 AI can do for you:

Comments

No comments yet...

Related Articles

Meta, OpenAI, and Palantir (PLTR) Executives Join U.S. Army to Improve Military Tech
Meta, OpenAI, and Palantir (PLTR) Executives Join U.S. Army to Improve Military Tech

Business Insider

time21 minutes ago

  • Business Insider

Meta, OpenAI, and Palantir (PLTR) Executives Join U.S. Army to Improve Military Tech

Top tech leaders from Meta (META), OpenAI, and Palantir (PLTR) are joining the Army Reserve as lieutenant colonels in a new unit called the 'Executive Innovation Corps,' known as Detachment 201, the Army announced Friday. The unit is part of a push to bring Silicon Valley expertise into the military. Among those being sworn in are Meta CTO Andrew Bosworth, OpenAI Chief Product Officer Kevin Weil, Palantir CTO Shyam Sankar, and Bob McGrew, an advisor at Thinking Machines and former OpenAI Chief Research Officer. Confident Investing Starts Here: Detachment 201 will let these tech leaders serve part-time as senior advisors in order to help the Army adopt advanced technologies quickly. The unit is designed to fuse cutting-edge commercial tech with military innovation, which will support projects like the Army Transformation Initiative that aims to modernize the force by using more efficient and scalable solutions. The program also allows executives to serve without leaving their day jobs, which could inspire more tech professionals to contribute in uniform. This initiative comes as the Army works to replace outdated systems and buy more commercial tech that can serve both military and civilian needs. Indeed, Meta is already partnering with defense firm Anduril on extended reality (XR) tools for soldiers. In addition, OpenAI's ChatGPT could be used to improve military productivity, while Palantir supplies AI-enabled hardware like the TITAN vehicle. The Army didn't say how fast Detachment 201 will expand, but this first wave of new members points to a growing collaboration between the tech industry and the military. Which Tech Stock Is the Better Buy?

The Legal Gray Zone of Online Casinos – Why Some Sites Operate Without Licenses
The Legal Gray Zone of Online Casinos – Why Some Sites Operate Without Licenses

Geek Girl Authority

timean hour ago

  • Geek Girl Authority

The Legal Gray Zone of Online Casinos – Why Some Sites Operate Without Licenses

Online gambling is a booming industry, but not all casinos operate within the boundaries of strict regulations. While many well-known platforms hold licenses from respected authorities, a significant portion of the market consists of unregulated or offshore casinos. These sites operate without proper licensing, often targeting players from regions where online gambling laws are unclear or restrictive. Unlike licensed casinos that adhere to strict compliance measures, unregulated platforms exist in a legal gray area, making them both appealing and risky for players. The absence of a license allows these casinos to offer fewer restrictions, bigger bonuses, and more flexible payment options, including cryptocurrency transactions. Get a no deposit bonus for live dealer games is one of the many promotions that unregulated casinos use to attract new players. Why Casinos Choose to Operate Without a License Running an unlicensed online casino may seem risky, but for some operators, the advantages outweigh the potential downsides. Licensing requirements can be costly and time-consuming, with regulators enforcing strict guidelines on responsible gambling, financial transparency, and fair gaming practices. Many operators choose to bypass these regulations to avoid expensive licensing fees, taxation, and compliance costs. Additionally, jurisdictions with restrictive gambling laws prevent operators from offering their services in certain regions, limiting their potential customer base. By operating without a license, casinos can access restricted markets, allowing players to gamble in countries where online betting is heavily regulated or even banned. This flexibility enables them to attract a global audience without the constraints faced by licensed operators. Another significant advantage is the ability to offer alternative payment methods. Why some operators choose to remain unlicensed: Lower operational costs: Avoiding licensing fees and tax obligations allows unregulated casinos to maximize profits and offer higher bonuses. Access to restricted markets: Some regions impose strict gambling laws, but unlicensed casinos can still reach players in these areas. Greater payment flexibility: Licensed casinos follow financial regulations that restrict certain payment methods, while unlicensed platforms freely accept cryptocurrencies and other alternative payment options. Despite these advantages, operating without a license comes with considerable risks. Regulatory bodies continually crack down on unlicensed casinos, and players are becoming more aware of the dangers associated with gambling on unregulated platforms. While the lack of oversight provides certain business benefits, it also raises concerns about credibility, security, and long-term sustainability. The Risks of Playing on Unlicensed Gambling Sites Unregulated casinos may seem appealing due to their fewer restrictions and generous promotions, but they come with significant risks. One of the biggest concerns is the absence of player protection. Licensed casinos must comply with strict regulations on fair play, security, and responsible gambling, while unlicensed sites operate without oversight. This creates opportunities for unfair practices such as game manipulation, payout delays, and withheld withdrawals. Fraud is another serious issue, with some rogue operators shutting down unexpectedly and disappearing with players' funds. Key risks of unregulated casinos: Lack of accountability: Without licensing, these platforms are not required to ensure fair play or protect customer data. Players have no guarantee that games are not rigged or that payouts will be processed. No legal recourse: If disputes arise, players have no official authority to turn to. Licensed casinos must answer to regulators, but unregulated ones operate beyond legal reach. Financial uncertainties: Many banks and payment providers refuse to process transactions linked to unlicensed gambling sites, leading to potential issues with deposits and withdrawals. Beyond these risks, players must consider the long-term consequences of engaging with unregulated platforms. While they may offer high bonuses and more flexible payment options, the lack of regulatory oversight makes them a risky choice. Responsible gamblers should prioritize security, transparency, and reliability when selecting an online casino. The Future of Unlicensed Online Casinos and Global Regulations As governments and regulators work to tighten control over the online gambling industry, the future of unlicensed casinos remains uncertain. Some countries are introducing stricter enforcement measures, including fines and legal action against operators who target players without authorization. Others are focusing on blocking access to unlicensed sites, making it more difficult for players to find and use these platforms. However, as long as demand exists, unregulated casinos will likely continue to operate, often shifting to new domains or adapting their business models to evade restrictions. The growing use of cryptocurrencies and decentralized platforms adds another layer of complexity, making it harder for authorities to monitor and regulate these sites. Whether unlicensed casinos will continue to thrive or face increasing pressure depends on how the industry evolves and how regulators balance innovation with consumer protection. For players, the key takeaway is to remain cautious and informed, choosing licensed platforms whenever possible to ensure a safer and more transparent gambling experience. Switch 2 Doesn't Fix POKÉMON's Biggest Problem RELATED: Wholesome Games Direct 2025: 9 Games Release Today

DOWNLOAD THE APP

Get Started Now: Download the App

Ready to dive into the world of global news and events? Download our app today from your preferred app store and start exploring.
app-storeplay-store