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Saturn Cloud Launches Token Factory Platform for GPU Cloud Operators

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Neocloud and AI Factory operators can now turn bare-metal GPU infrastructure into a fully managed, white-label AI platform with per-token billing and production inference.

NEW YORK, June 9, 2026 /PRNewswire/ — Saturn Cloud, the AI development platform for GPU cloud operators, today announced its Token Factory platform, which gives enterprise AI teams a complete fine-tuning and model serving workflow on top of the operator’s GPU infrastructure. The platform lets neocloud operators, AI Factory builders, and enterprises offer their customers managed fine-tuning jobs, dataset management, and OpenAI-compatible inference endpoints, all metered per token and delivered under the operator’s own brand, without having to build or maintain any of it in-house.

The Gap Between AI Infrastructure and Enterprise AI

GPU cloud operators have invested heavily in accelerated infrastructure. NVIDIA Grace Blackwell, NVIDIA Blackwell, and NVIDIA Hopper systems are being deployed at scale, and neocloud revenue is growing rapidly. For many operators, the business model has been overly simple: rent GPU hours at a per-hour rate.

However, the needs of enterprise organizations extend beyond raw compute. Increasingly, enterprise organizations need managed development environments, distributed training orchestration, model fine-tuning pipelines, SSO and RBAC, usage tracking, and compliance tooling. Building this platform infrastructure in-house takes months of engineering and ongoing maintenance that most GPU cloud operators are not staffed to deliver.

“Operators shouldn’t have to build an AI development platform from scratch just to make their GPU infrastructure useful to enterprise teams. Saturn Cloud gives them managed environments, training orchestration, fine-tuning, OpenAI-compatible inference endpoints, and per-token billing on day one,” said Sebastian Metti, Founder, Saturn Cloud.

How Saturn Cloud Works

Saturn Cloud’s Token Factory platform gives AI teams a way to fine-tune and serve open models without managing infrastructure. The workflow is straightforward: upload a dataset, configure a fine-tuning job, and deploy the resulting model to an inference endpoint, all within the operator’s branded environment.

Fine-tuning jobs support supervised fine-tuning (full-weight and LoRA) on open models, with automatic DeepSpeed multi-GPU configuration when the selected instance has multiple GPUs. Users specify a base model, dataset, and a small set of hyperparameters; Saturn Cloud renders a complete training config and handles orchestration, retry, and checkpoint output. Supported training frameworks include Axolotl, vLLM, Unsloth, TRL, PEFT, and DeepSpeed.

Datasets are typed, validated collections of training data in conversational, instruction, text, or pretokenized formats. Users can upload datasets directly, import from external sources (S3, NFS), or curate data in a managed workspace and then register it as a Token Factory dataset. All dataset storage uses high-performance parallel filesystems rather than object storage, eliminating the cold-start tax that degrades GPU utilization during training jobs.

Checkpoints and artifact lineage are managed automatically. When a fine-tuning job completes, the resulting checkpoint is registered in Saturn Cloud’s artifact registry, preserving the full lineage from training run to model weights. Checkpoints are immediately available as inputs to inference endpoint deployments.

Inference endpoints deploy fine-tuned or base models as persistent serving deployments backed by vLLM, with per-deployment subdomains, health monitoring, and per-token metering. The serving configuration (dtype, max context length, quantization) is rendered at deployment time and no custom serving scripts are required.

The entire workflow is isolated per organization. Token Factory resources are scoped to the tenant, so datasets, checkpoints, and endpoints from one customer are never visible to another.

What Operators Get

Saturn Cloud gives GPU cloud operators a turnkey path from bare-metal infrastructure to a revenue-generating AI platform. The operator-facing layer includes white-label branding, per-token and per-GPU-hour billing infrastructure, tenant onboarding and self-service provisioning, usage dashboards and chargeback reporting, and enterprise security tooling including SSO, RBAC, and SOC 2 compliance.

Without a platform layer, operators sell compute hours and compete on price. With Saturn Cloud, they sell a platform and compete on developer experience, security posture, and time to production. Saturn Cloud enables operators to pass enterprise security reviews because the compliance tooling is already in place. It lets operators show tenants usage dashboards, cost controls, and team management. It gives the operator’s sales team a product demo, not a spec sheet.

What Engineers Get

AI teams and developers working on the operator’s infrastructure get managed development environments with JupyterLab, VS Code, RStudio, and SSH access; distributed multi-GPU training with orchestration, retry, and logging; Token Factory for fine-tuning and deploying open models; and pre-configured NVIDIA CUDA, GPU drivers, and AI framework support. Engineers have access to the operator’s full GPU fleet, including NVIDIA Hopper, Blackwell, and Blackwell Ultra systems, including NVIDIA GB200 NVL72 rack-scale systems. Saturn Cloud is a member of the NVIDIA Inception program for startups.

Saturn Cloud integrates with infrastructure automation partners across the ecosystem, including Mirantis k0rdent AI, Spectro Cloud, OpenNebula, and Rafay. Operators managing Kubernetes directly on cloud backends can also deploy Saturn Cloud on top of their existing stack without changing their infrastructure layer.

Availability

Saturn Cloud’s Token Factory capabilities are now available to GPU cloud operators, neoclouds, and enterprises operating their own GPU infrastructure. Organizations interested in deploying the platform can contact Saturn Cloud for an evaluation.

About Saturn Cloud

Saturn Cloud is the AI token factory platform for neoclouds, AI Factory operators, and enterprises. The platform provides managed fine-tuning, OpenAI-compatible model serving with per-token billing, managed environments, distributed training, and enterprise security and governance. Saturn Cloud supports GPU architectures and deploys across public cloud, private cloud, and on-premises environments. Learn more at saturncloud.io.

View original content:https://www.prnewswire.com/news-releases/saturn-cloud-launches-token-factory-platform-for-gpu-cloud-operators-302795411.html

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District Taco Kicks Off The Summer’s Biggest Soccer Event with Free Delivery Offer

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App Users can enjoy District Taco at home with free delivery during the world’s biggest soccer tournament.

WASHINGTON, June 13, 2026 /PRNewswire-PRWeb/ — District Taco is bringing the excitement of the world’s biggest soccer tournament straight to fans’ homes with a special promotion designed to make game-day meals even more convenient.

This promotion makes it easier and more affordable to enjoy District Taco delivered right to your door so you don’t miss a moment of the action!

From June 11 through July 19, guests who order delivery through the District Taco app can use promo code ‘SOCCER26’ to receive $5 off their order, effectively offsetting the standard delivery fee and creating a free delivery experience.

Whether cheering on a favorite team, hosting a watch party, or enjoying the match from the couch, fans can enjoy District Taco’s fresh, made-to-order menu without leaving home or the extra delivery cost. “We know fans will be gathering throughout the tournament to watch some of the most exciting matches in the world,” said Osiris Hoil, CEO of District Taco. “This promotion makes it easier and more affordable to enjoy District Taco delivered right to your door so you don’t miss a moment of the action!”

The promotion is part of District Taco’s broader effort to drive digital engagement and app use. Here are the campaign details:

Enter Promo Code: ‘SOCCER26’ when placing the order in-appOffer: $5 off delivery ordersAvailable: June 11 through July 19Valid on: District Taco app delivery orders only (not third-party platforms)

Guests can download the District Taco app here for Apple users and here for Android users!

About District Taco

In 2009, two neighbors got together over some homemade chips, salsa and guacamole and decided to launch District Taco as a food cart. Since then, District Taco has opened multiple locations in Virginia, Maryland, New Jersey, New York, Pennsylvania, Florida, and Washington, DC. Their mission is to serve quality – Yucatán style – Mexican food that is fresh, simple, and healthful, with a fully customizable menu that includes vegetarian, vegan and gluten-free options. At District Taco, food is made fresh daily from the highest quality ingredients. They strive to limit their impact on the environment by serving in environmentally friendly packaging where possible. For more information about District Taco or their menu, and to download the app, visit districttaco.com or follow @districttaco across socials.

Media Contact

Raquel Robinson, District Taco, 1 5712657573, raquel.robinson@districttaco.com, districttaco.com

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MGI Tech Showcases Expanding Genomics Ecosystem at ESHG 2026 with New IVD Partnering Program and OEM Collaborations

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GOTHENBURG, Sweden, June 13, 2026 /PRNewswire/ — MGI Tech Co., Ltd. (MGI), a company committed to developing core tools and technologies that drive innovation in life sciences, is showcasing its latest advancements in sequencing, automation and clinical genomics at the European Society of Human Genetics (ESHG) 2026 Conference in Gothenburg, Sweden.

At Booth 352, MGI welcomes researchers, clinicians, laboratory leaders and industry partners to explore its comprehensive portfolio of sequencing and automation solutions while unveiling new initiatives designed to strengthen collaboration across the genomics ecosystem.

Advancing Clinical Genomics Through Partnership

A key highlight of ESHG 2026 is the launch of the MGI NGS Partner Enablement Program, a new initiative designed to connect diagnostic developers, assay providers and laboratory partners seeking to build validated clinical workflows on MGI sequencing platforms.

The program aims to accelerate the development and adoption of regulated next-generation sequencing (NGS) applications by fostering collaborations that simplify workflow implementation, reduce time-to-market and support broader access to precision medicine solutions.

“Clinical genomics is increasingly dependent on strong partnerships across the value chain,” said Fang Chen, General Manager Europe & Africa at MGI. “With the launch of our NGS Partner Enablement Program, we are creating a collaborative framework that brings together assay developers, software providers, automation partners and clinical laboratories to accelerate access to high-quality genomic testing.”

Expanding Automation Capabilities Through OEM Collaborations

At ESHG 2026, MGI is also announcing new Original Equipment Manufacturer (OEM) partnership opportunities on MGI’s DE Bundles (integrated library preparation and sequencing platform), bringing turnkey automation to global partners. The DE Bundle includes the current D4+E25 combination, as well as the new D16 paired with the E25 featuring a new 50M flow cell.

The D16, which will be launched later this year, is a benchtop, mid-to-low throughput library prep system and the upgraded successor to the D4. Retaining the fully enclosed contamination control system, it integrates a single-channel robotic pipetting module to maximize automation. With two sample preparation cartridges each processing 8 samples, the D16 delivers significantly higher throughput. The D16 and E25 systems provide flexible and scalable automation solutions for library construction, sequencing, bioinformatics analysis, streamlining the entire laboratory workflow.

Through this open OEM framework, MGI is enabling customers and solution providers to integrate proven automation technologies into customized workflows tailored to specific clinical and research applications. The OEM program reflects MGI’s commitment to building an open ecosystem that empowers laboratories to increase efficiency, improve standardization and accelerate scientific discovery.

“We are excited to expand the opportunities available to our OEM partners by providing access to the D16 platform, enabling the development of truly walkaway solutions that simplify and automate complex laboratory workflows,” said Wim Vervaeke, OEM Director at Europe & Africa at MGI. “Our innovations, including the PrepALL, E25, and G99, have already sparked new partnerships across the life sciences ecosystem. By combining MGI’s automation expertise with the specialized capabilities of our partners, we are creating integrated solutions that deliver maximum value, efficiency, and convenience for end users.”

Corporate Satellite Symposium Highlights Clinical Genomics, Precision Oncology and Spatial Multi-Omics

As part of ESHG 2026, MGI hosted its Corporate Satellite Symposium, Advancing Diagnostics: From Clinical Implementation to Biomarker Discovery, bringing together leading experts from across Europe to showcase how advanced genomic technologies are being translated into real-world clinical and research impact. The symposium highlighted applications spanning clinical oncology diagnostics, pharmacogenomics, and spatial multi-omics.

Dr. Raquel T. Lima from IPATIMUP (Portugal) presented the clinical value of RNA sequencing for detecting actionable gene fusions in solid tumours, improving diagnostic yield and supporting precision oncology decision-making. Prof. Dr. Andreas Braun from University Hospital Schleswig-Holstein (Germany) shared how spatial biology technologies map the tumour microenvironment in melanoma, revealing tumour heterogeneity, cellular interactions, and mechanisms associated with disease progression and treatment response. Dr. Andrea Conti from BMR Genomics (Italy) explored the opportunities of whole genome sequencing for pharmacogenetic marker evaluation, highlighting how comprehensive genomic approaches can support the implementation of personalised medicine through improved identification of clinically relevant variants.

Together, the presentations demonstrated how genomic and multi-omics technologies are advancing clinical diagnostics, translational oncology research, and precision medicine, while highlighting the growing role of sequencing in delivering actionable insights across healthcare and biomedical research.

Comprehensive Solutions for Genomics and Multi-Omics Research

Visitors to the MGI booth can explore the company’s comprehensive portfolio of sequencing and automation technologies supporting applications across human genetics, oncology, reproductive health, population genomics and multi-omics research.

Highlighting strong market adoption, MGI is showcasing the T7+, its ultra-high-throughput sequencing platform at the conference. Following its official launch for the Europe and Africa region at Analytica 2026 in Munich, the T7+ has gained significant momentum, with 27 units installed worldwide as of the end of 2025. From benchtop to ultra-high-throughput sequencing platforms, as well as advanced laboratory automation solutions, MGI continues to support laboratories seeking high-performance, scalable and cost-effective genomics workflows.

“Our mission extends beyond delivering innovative technologies,” said Dr. Christian Zimmerman, VP Sales Europe & Africa at MGI. “We are focused on building a complete ecosystem that enables our customers to transition seamlessly from research to clinical implementation. The partnerships and initiatives we are launching at ESHG 2026 demonstrate our commitment to making genomic technologies more accessible, integrated and impactful.”

Driving the Future of Precision Medicine in Europe

Europe remains a strategic region for MGI, with growing adoption of genomic technologies across research institutions, healthcare systems and national population initiatives.

Through continued investment in sequencing innovation, automation, clinical partnerships and collaborative ecosystem development, MGI is helping accelerate the transition toward more precise, data-driven healthcare.

As genomics increasingly becomes integrated into routine clinical practice, MGI remains committed to providing the technologies and partnerships necessary to support the next generation of precision medicine.

About MGI

MGI Tech Co., Ltd. (or its subsidiaries, together referred to as MGI) is committed to building core tools and technologies that drive innovation in life science. Our focus lies in research & development, manufacturing, and sales of instruments, reagents, and related products in the field of life science and biotechnology. We provide real-time, multi-omics, and a full spectrum of digital equipment and systems for precision medicine, agriculture, healthcare, and various other industries.

Founded in 2016, MGI has grown into a leader in life science, serving customers across six continents and establishing research, manufacturing, training, and after-sales service facilities globally. As one of the few companies capable of independently developing and mass-producing clinical-grade gene sequencers, MGI empowers global users with scalable sequencing capabilities ranging from Gb to Tb levels. MGI also stands out as one of the only providers of a full-stack product portfolio that spans three core segments: SEQ ALL (short- and long-read sequencing), GLI (Generative Lab Intelligence), and Multi-Omics. With unparalleled expertise, cutting-edge products, and a commitment to global impact, MGI continues to shape the trajectory of life sciences into the future.

To learn more, please visit MGI TechLinkedInX, Instagram, and YouTube.

 

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VEVOR Launches “Beat the Heat at Home” Summer Comfort Lineup for Outdoor Living

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HOUSTON, June 13, 2026 /PRNewswire/ — As summer temperatures climb, staying cool at home shouldn’t require a sky-high electric bill, a cooler full of gas-station ice, or a contractor booked out until September. A smarter approach is gaining traction among American families: investing in the right tools to make outdoor living genuinely comfortable without the premium price tag. VEVOR — a trusted home improvement brand serving over 30 million home creators worldwide — today launches “Beat the Heat at Home,” a summer comfort lineup featuring shade, ice-making, and airflow solutions that deliver pro-level performance so your backyard truly becomes the place to be this summer.

“Summer comfort is not only about staying cool — it is about making outdoor spaces easier to enjoy,” said Gavin Wu, Brand Director at VEVOR. “With this lineup, VEVOR brings pro-level performance into practical home scenarios, helping Home Creators upgrade their backyards, patios, garages, and hosting spaces at exceptional value.”

Cool Living, Cold Drinks, Total Comfort
For most families, a truly comfortable summer day comes down to three things: a shady spot, a steady supply of ice-cold drinks, and enough airflow to keep the evening from feeling stagnant. Traditional solutions — pergolas, commercial ice machines, wired-in fans — often cost thousands or require contractors.

To bridge this gap, VEVOR’s Annual Big Summer Sale officially introduces the “Beat the Heat” collection. Together, the lineup addresses three common summer comfort needs: shade, ice, and airflow, so every corner of the backyard is covered. By delivering pro-level performance in effortless, budget-friendly setups, VEVOR offers Home Creators the ultimate plug-and-play summer cooling experience, making premium seasonal comfort accessible right out of the box.

Create Shade in Minutes
There’s a specific moment every summer host knows too well: the sun shifts, the one shady corner disappears, and suddenly everyone is squinting, relocating chairs, or retreating indoors altogether. It’s the kind of small frustration that quietly ruins an otherwise perfect afternoon.

VEVOR’s Pop-Up Canopy Gazebo was designed for exactly that moment. Available in 10×10, 11.5×11.5, and 12×12 ft configurations, it turns any open stretch of lawn or driveway into a comfortable, shaded gathering space — and it does so in minutes — designed for tool-free setup from the start. The mesh sidewalls earn their keep once evening arrives: mosquitoes stay out while the breeze still flows through, which means dinner can linger as long as the conversation does.

It’s not a permanent structure, and that’s the point. When the season changes or the party moves, the canopy folds back down just as quickly. For homeowners who want shade on their terms, not on a contractor’s timeline, it offers a flexible alternative to permanent shade structures.

Never Run Out of Ice
Few things signal “this gathering is winding down” faster than reaching into a cooler and finding nothing but lukewarm water and half-melted slush. Bags of store-bought ice solve the problem temporarily, but anyone who has made two mid-party runs to the gas station knows the drill gets old fast.

VEVOR’s Commercial Ice Maker Machine helps home hosts keep up with high-demand summer gatherings. Producing up to 130 lbs of ice every 24 hours and holding 33 lbs in its built-in storage bin, it keeps pace with a full afternoon of refills — lemonade pitchers, cocktail shakers, coolers for the kids’ juice boxes, all of it. The stainless-steel build looks at home in a garage bar or outdoor kitchen, and one-touch self-cleaning means maintenance is measured in button presses, not scrub sessions.

Keep the Air Moving
Anyone who has spent a July evening on a covered porch knows the paradox: the roof blocks the sun, but it also traps every degree of rising heat with nowhere to go. The air sits heavy, the ceiling feels lower than it is, and even a beautiful outdoor space starts to feel like something you’d rather admire from behind a glass door with the AC running inside.

VEVOR’s 18-Inch Wall-Mount Fan was built for exactly these in-between spaces that central air can’t reach and a tabletop fan can’t handle. Three-speed settings push up to 4,150 CFM of airflow across patios, enclosed porches, workshops, and garage gyms. That’s the kind of serious air movement that makes a covered space feel open again. With ETL certification and weather-resistant construction, it is designed for covered or semi-outdoor spaces where moisture and humidity are common.

Mounted on the wall and out of the way, it doesn’t eat into floor space or crowd a table. For households looking to cut back on running central AC in every room all day, a well-placed fan in the spaces where the family actually gathers is often the simplest and most cost-effective first step.

The deals are live — don’t leave them on the table.

Cool your summer now: vevor.com/summer-cooling

Shop VEVOR’s Summer Sale: vevor.com/summer-sale

Visit in person: VEVOR Houston Store: 10951 Farm to Market 1960 Road W, Houston

Summer won’t wait. Neither should your backyard. More deals, more summer-ready upgrades — all waiting for you.

About VEVOR
Pro-Level Performance Without the Pro-Level Price. VEVOR is a home improvement brand built for Home Creators who want to upgrade their spaces with practical, high-performing products at exceptional value. From outdoor living and tools to home improvement equipment and everyday project essentials, VEVOR helps people take on upgrades with confidence, efficiency, and value.

Today, VEVOR operates in over 50 countries, supported by a network of 200+ global warehouses and a catalog of more than 15,000 SKUs spanning tools, outdoor equipment, and home improvement solutions. VEVOR has supported over 30 million Home Creators worldwide, bringing performance, inspiration, and value to their home improvement projects. For more information, visit www.vevor.com. VEVOR products are also available on Amazon.

Media Contact
VEVOR Communications Team
media@vevor.com

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