Tag: model

New AI Model Improves Personalized Blood Glucose Prediction for Type 1 Diabetes

Jeonbuk National University Researchers Develop an AI Model For Personalized Blood Glucose Monitoring

The hybrid model integrates three components to address key challenges and was rigorously evaluated, paving way for accurate blood glucose prediction

Patients with Type 1 diabetes (T1D) require accurate and consistent monitoring of their blood glucose levels. Over the past decade, AI models have been explored to tackle this challenge; however, inter-patient variability and large data volumes remain key challenges. In a new study, researchers present BiT-MAML, a model-agnostic algorithm aimed at personalized blood glucose prediction of patients with T1D. This approach overcomes the limitations of existing models and enables precise predictions in real clinical settings.

Type 1 diabetes (T1D) is an autoimmune condition in which the body’s own immune system attacks insulin-producing cells. As a result, patients with T1D must closely monitor their blood glucose (BG) levels and rely on insulin injections or pumps. Even small miscalculations or oversights can lead to unregulated blood sugar levels, leading to potentially life-threatening complications.

Continuous glucose monitoring (CGM) systems have emerged as a promising tool for predicting and forecasting BG levels. Over the past decade, researchers have explored artificial intelligence (AI) models for improving the prediction accuracy of CGM systems. However, differences in physiology between patients and poor adaptation for new users persist to challenge the widespread adoption of this technology in real-world settings. In addition, traditional models often focus on either short-term or long-term glucose patterns, but not both.

In an attempt to address these issues, a research team led by Professor Jaehyuk Cho from the Department of Software Engineering at Jeonbuk National University in South Korea, have developed an innovative model, named BiT-MAML, aimed at tackling inter-patient variability in BG prediction. Explaining further, Prof. Cho says, “BG dynamics are not uniform across all patients. The physiological patterns of an elderly patient are vastly different from those of a young adult.” Adding further, he says, “Our model demonstrates how this variability can be accounted for by developing more personalized models.” Their findings were published in Scientific Reports on August 20, 2025. 

BiT-MAML (where “BiT-“ stands for Bidirectional LSTM-Transformer” and “MAML” stands for “Model-Agnostic Meta-Learning”) uses hybrid architecture combining two deep learning models: bidirectional long-short-term memory (Bi-LSTM) and Transformer. Bi-LSTM processes time-series BG data bidirectionally, precisely capturing short-term patterns. Simultaneously, the transformer, utilizing a multi-head attention approach, efficiently models long-term patterns, capturing complex day-to-day and lifestyle-based cyclical variations. During training, the researchers applied a meta-learning approach known as Model-Agnostic Meta-Learning (MAML) that helps the model quickly adapt to new and diverse patients using only a small amount of training data by learning from a wide range of patient examples. 

To test model performance, the researchers adopted a Leave-One-Patient-Out Cross-Validation (LOPO-CV) scheme. “In simple terms, we train the AI on five patients, then test it on the sixth patient it has never seen before,” explains Prof. Cho. “This is effective for assessing the model’s ability to generalize to unseen patients.” 

The model demonstrated significantly reduced prediction error compared to conventional models. Notably, the prediction error varied from an excellent 19.64 milligram/decilitre (mg/dL) for one patient to a challenging 30.57 mg/dL for another. While these results represent a clear improvement over the standard LSTM models, they also highlight the persistent difficulty of managing inter-patient variability in real-world settings. “Our study shows how AI-based BG prediction models should be evaluated to improve both trust and model performance,” concludes Prof. Cho. “Addressing this challenge will contribute to the development of effective CGM models that can serve diverse patients with T1D, from children to elderly.”

These findings attest to the fact that the development of effective personalized BG prediction requires the use of advanced AI models incorporating robust evaluation methods that can transparently report the full spectrum of performance.

Reference

Title of original paper: Personalized blood glucose prediction in type 1 diabetes using meta-learning with bidirectional long short term memory-transformer hybrid model

Journal: Scientific Reports

DOI: 10.1038/s41598-025-13491-5  

Gemini app: Create custom music tracks with Lyria 3

Since launching the Gemini app, they built tools to encourage creative expression through images and video. Today, Gemini is taking the next step: custom music generation. Lyria 3, Google DeepMind’s latest generative music model, is rolling out today in the Gemini app. Just describe an idea or upload a photo, like a comical R&B slow jam about a sock finding their match” and in a matter of seconds, Gemini will translate it into a high-quality, catchy track. To push the creative envelope further, you can even ask Gemini to take inspiration from something you upload. See more below.

Lyria 3 improves on audio generation from the previous model version in three important ways: 

  1. No need to provide your own lyrics! They’ll be generated for you based on your prompt.

  2. You have more creative control over elements like style, vocals and tempo you want.

  3. You can create more realistic and musically complex tracks. 


Here’s how you can use it:

  • Text to tracks: Describe a specific genre, mood, inside joke, or memory to create unique tracks with lyrics or instrumental audio that fits your vibe. “Create a track about my favorite meal my mom used to make, it was made of rice, plantains and beans. Use an Afrobeats vibe and the singer should sound West African.” 

  • From photos and videos to track: Upload a photo or video and watch Gemini use the content to compose a track with lyrics that fit the mood perfectly. “Use these photos to create a track about my dog Duncan on a hike in the woods.” 


The Gemini app creates 30-second tracks with custom cover art generated by Nano Banana. This makes it easy to quickly share with friends by downloading or simply clicking the share link. The goal of these tracks isn’t to create a musical masterpiece, but rather to give you a fun, unique way to express yourself.

Creators can also explore Lyria 3 on YouTube’s Dream Track. Available in the U.S. and now rolling out to YouTube creators in other countries, Lyria 3 will enhance the quality of each unique Shorts soundtrack. Whether it’s creating a lyrical verse or a vibey backing track, being able to better customize the soundtrack will take creators’ Shorts to the next level.

New audio verification capabilities 

All tracks generated in the Gemini app are embedded with SynthID, our imperceptible watermark for identifying Google AI-generated content. We are also giving you more tools to help identify AI content, broadening our verification capabilities in the Gemini app to include audio. Simply upload a file and ask if it was generated using Google AI, and Gemini will check for SynthID and use its own reasoning to return a response.

Our commitment to developing generative AI responsibly 

Since we first launched Lyria in 2023, we’ve sought to develop this technology responsibly in collaboration with the music community. We’ve learned a lot through these collaborations and our experiments, like Music AI Sandbox, and have been very mindful of copyright and partner agreements as we’ve trained Lyria 3. 


Music generation with Lyria 3 is designed for original expression, not for mimicking existing artists. If your prompt names a specific artist, Gemini will take this as broad creative inspiration and create a track that shares a similar style or mood. We also have filters in place to check outputs against existing content. We recognize that our approach might not be foolproof, so you can report content that may violate your rights or the rights of others. Additionally, in order to use our products, users must adhere to our Terms of Service and Gen AI prohibited use policies, which prohibit violations of others’ intellectual property and privacy rights. 


Lyria 3 is available in the Gemini app for all users 18+ in English, German, Spanish, French, Hindi, Japanese, Korean and Portuguese, with plans to expand quality and coverage of more languages. And Google AI Plus, Pro and Ultra subscribers will enjoy higher limits. Our goal with music generation in the Gemini app is to help you add a fun, custom soundtrack to your daily life. Try it out today at gemini.google.com. 

noreve iPhone 17 Pro rear leather shell cover review

Designed for the most demanding users, the Noreve rear case for the Apple iPhone 17 Pro embodies excellence in high-end protection. This luxury model, renowned for its timeless elegance and chic design, has established itself as a benchmark in the premium smartphone accessories market. Developed in Saint-Tropez by passionate leather craftsmen, this case combines aesthetics, functionality and robustness.

As a long time user of noreve cases I can stand over them using many different cases and covers from the brand and they stand the test of time and stand out when out and about people always ask about them.

With more than 10 ranges, around 100 colours, three different textures (genuine leather, imitation leather or vegan) and more than 80 options for the inner lining, each user can create a unique and personal case using the online configurator. Noreve also offers a range of exclusive options made to order: shoulder strap, integrated stand for watching videos, card slots, loop on the back for a better grip, and even engraving or printing of a message, name, logo or image. Their graphic designers can help you create a case that is 100% you.

We have the rear shell cover today for the iPhone 17 Pro which fits like a glove and looks premium as they always have done, these cases are handmade and take time and you can customise to your requirements as you will see in the video review down below.

With a textured finish on the inside and the company logo it looks great and feels nice to the touch and for the exterior part of the case it again has a nice touch and feel giving you some more grip and you also have the stitching on the back edge, you have full access to all your keys and the camera hump will also be protected and of course access to charge you device via the charge port, there is also a magsafe option and this will charge your device without the need to remove the case to charge if you are custom to wireless charging.

Overall again a great case crafted by hand for your iPhone 17 pro

 

BUY

Other noreve reviews

Video review

AI, Data and BEVs Power a New Model for European Long-Haul Transport

Scania Ventures, LOTS Group and JUNA Technologies, together with carrier HAWA, operate one of Europe’s longest electric truck routes, demonstrating that high utilisation, long-haul battery-electric transport is commercially viable already today.

By combining LOTS Group’s AI-based platform Pathfinder with JUNAS’s electrified vehicle solutions and Hawa’s operational logistics expertise, the partners are creating a scalable model for electrified long-distance logistics in Europe. The 1,250-kilometre corridor is already operating in daily commercial service across central Europe. The partnership prioritises operational quality and cost efficiency, demonstrating how intelligent planning, effective asset utilisation, and robust daily operational management can help customers minimise their CO₂ emissions.

LOTS uses Pathfinder to analyse routes, charging requirements and shipment data to design and optimise electric long-haul operations under real-world conditions. This enables the partners to simulate various scenarios, minimise operational risk and adjust routes prior to broader deployment.

At the same time, the setup is designed to be scalable. By analysing operational data over time, the corridor can adapt to new transport flows and be expanded to include additional zero-emission capacity as infrastructure and customer needs evolve.

JUNA provides access to electric truck capacity via a pay-per-use model, thereby reducing barriers to entry for battery-electric long-haul transport. The partners have together created a fully integrated, end-to-end electric corridor that functions in day-to-day operations.

“With Pathfinder, we can design and run electric routes that meet customer requirements and real-world road conditions. The platform enables us to simulate different scenarios, reduce risk and optimise flows before moving into full-scale operations,” says Johan Palmqvist, Managing Director at LOTS Group Europe.

“For JUNA Technologies, this corridor proves that electric long-haul transport is not a pilot project but a viable, day-to-day solution,” says Johan Kjellner, Managing Director and COO at JUNA Technologies. “By integrating our electric truck capacity into a data-driven, AI-optimised network, we can deliver reliable, zero-emission transport at scale”

Electric long-haul road transport is often portrayed as a solution that will only become commercially viable around 2030. This corridor challenges that narrative by demonstrating that heavy battery-electric vehicles can reliably run demanding inter-city stretches with tight delivery deadlines, and ensure year-round utilisation.

 

Google Introduces Nano Banana Pro

Just a few months ago Google released Nano Banana, our Gemini 2.5 Flash Image model. From restoring old photos to generating mini figurines, Nano Banana was a big step in image editing that empowered casual creators to express their creativity. Check out whats new in the release below

Today, we’re introducing Nano Banana Pro (Gemini 3 Pro Image), our new state-of-the art image generation and editing model. Built on Gemini 3 Pro, Nano Banana Pro uses Gemini’s state-of-the-art reasoning and real-world knowledge to visualize information better than ever before. 

How Nano Banana Pro helps you bring any idea or design to life 

Nano Banana Pro can help you visualize any idea and design anything – from prototypes, to representing data as infographics, to turning handwritten notes into diagrams. 

With Nano Banana Pro, now you can:

Generate more accurate, context-rich visuals based on enhanced reasoning, world knowledge and real-time information 

With Gemini 3’s advanced reasoning, Nano Banana Pro doesn’t just create beautiful images, it also helps you create more helpful content. You can get accurate educational explainers to learn more about a new subject, like context-rich infographics and diagrams based on the content you provide or facts from the real world. Nano Banana Pro can also connect to Google Search’s vast knowledge base to help you create a quick snapshot for a recipe or visualize real-time information like weather or sports. 

Generate better visuals with more accurate, legible text directly in the image in multiple languages 

Nano Banana Pro is the best model for creating images with correctly rendered and legible text directly in the image, whether you’re looking for a short tagline, or a long paragraph. Gemini 3 is great at understanding depth and nuance, which unlocks a world of possibilities with image editing and generation – especially with text. Now you can create more detailed text in mockups or posters with a wider variety of textures, fonts and calligraphy. With Gemini’s enhanced multilingual reasoning, you can generate text in multiple languages, or localize and translate your content so you can scale internationally and/or share content more easily with friends and family.

 

Create high-fidelity visuals with upgraded creative capabilities 

  • Consistency by design: With Nano Banana Pro, you can blend more elements than ever before, using up to 14 images and maintaining the consistency and resemblance of up to 5 people. Whether turning sketches into products or blueprints into photorealistic 3D structures, you can now bridge the gap between concept and creation. Apply your desired visual look and feel to your mockups with ease, ensuring your branding remains seamless and consistent across every touchpoint.

  • Studio-quality creative controls: With Nano Banana Pro’s new capabilities we are putting advanced creative controls directly into your hands. Select, refine antransform any part of an image with improved localized editing. Adjust camera

angles, change the focus and apply sophisticated color grading, or even transform scene lighting (e.g. changing day to night or creating a bokeh effect). Your creations are ready for any platform, from social media to print, thanks to a range of available aspect ratios and available 2K and 4K resolution.

How you can try Nano Banana Pro today 

Across our products and services, you now have a choice: the original Nano Banana for fast, fun editing, or Nano Banana Pro for complex compositions requiring the highest quality and visually sophisticated results. 

  • Consumers and students: Rolling out globally in the Gemini app when you select ‘Create images’ with the ‘Thinking’ model. Our free-tier users will receive limited free quotas, after which they will revert to the original Nano Banana model. Google AI

Plus, Pro and Ultra subscribers receive higher quotas. For AI Mode in Search, Nano Banana Pro is available in the U.S. for Google AI Pro and Ultra subscribers. For NotebookLM, Nano Banana Pro is also available for subscribers globally. 

  • Professionals: We’re upgrading image generation in Google Ads to Nano Banana Pro to put cutting-edge creative and editing power directly into the hands of advertisers globally. It’s also rolling out starting today to Workspace customers in Google Slides and Vids. 
  • Developers and enterprise: Accessible via the Gemini API and Google AI Studio, and in Google Antigravity to create rich UX layouts & mockups; enterprises can start building in Vertex AI for scaled creation today and it’s coming soon to Gemini Enterprise. 
  • Creatives: Available to Google AI Ultra subscribers in Flow, our AI filmmaking tool, to give creatives, filmmakers and marketers even more precision and control over their frames and scenes. 

How to identify AI-generated images in the Gemini app 

We believe it’s critical to know when an image is AI-generated. This is why media generated by Google’s tools are embedded with our imperceptible SynthID digital watermark. 

Today, we are putting a powerful verification tool directly in consumers’ hands: you can now upload an image into the Gemini app and simply ask if it was generated by Google AI, thanks to SynthID technology. We are starting with images, but will expand to audio and video soon. 

In addition to SynthID, we will maintain a visible watermark (the Gemini sparkle) on images generated by free and Google AI Pro tier users, to make images even more easy to detect as Google AI-generated.

 Recognizing the need for a clean visual canvas for professional work, we will remove the visible watermark from images generated by Google AI Ultra subscribers. 

You can find out more about how we’re increasing transparency in AI content with SynthID in our blog post.

Handling Device Insurance Renewals: Sell iPhone Tips

In our fast-paced world, where technology evolves faster than the blink of an eye, the allure of upgrading to the latest iPhone model is undeniable. Yet, the process of selling your current device and handling insurance renewals can be daunting. But fear not, for this guide will ease your journey through the maze of device insurance renewals while sharing some golden tips on how to sell your iPhone effectively.

Understanding Device Insurance

Device insurance acts as a safety net, protecting your investment from unforeseen mishaps. As your insurance renewal date approaches, it’s essential to strategize your next steps. Picture this: a chess player, deep in thought, mapping out their moves several steps ahead. This is the mindset you need when dealing with device insurance. Carefully examining your insurance policy’s terms and conditions can save you from headaches later on. Are you covered for accidental damage, theft, or loss? These are crucial considerations.

Strategize Your Insurance Renewal

When it comes to insurance renewals, strategizing is key. Imagine a seasoned traveler plotting their route through an unfamiliar city, ensuring every turn leads them closer to their destination. Before your renewal date, review your current plan and assess whether it still meets your needs. Have you recently upgraded your device, or are you planning to sell your iPhone soon? If so, it might be time to explore more comprehensive or cost-effective options.

Once you have a clear picture of your insurance needs, it’s time to shop around. Compare policies from different providers, examining each one’s coverage details and pricing. Your goal is to find a plan that offers the best value for money, providing peace of mind without breaking the bank.

The Art of Selling Your iPhone

Now, let’s delve into the art of selling iphone. It’s not just about finding a buyer; it’s about making the most out of your sale. If you’ve been wondering, where can I sell my iphone quickly, First, ensure your device is in pristine condition. A well-maintained phone fetches a better price, so consider investing time in a thorough cleaning. Check for any scratches or dents and address them if possible. An iPhone with a flawless exterior and smooth functionality is irresistible to potential buyers.

Next, conduct some research to determine the current market value of your iPhone model. Websites and platforms dedicated to buying and selling used electronics can provide valuable insights. Setting a competitive yet fair price is crucial in attracting prospective buyers.

Captivating Buyers with Your Listing

Your listing is your pitch, your opportunity to captivate potential buyers. Remember the last time you were bleary-eyed, scrolling through countless listings, searching for the one that stood out? That’s what you want your listing to do. Start with eye-catching photos that highlight your iPhone’s best features. A picture is worth a thousand words, but a great picture is priceless.

Craft a compelling description, emphasizing the iPhone’s condition, any accessories included, and why it’s a worthwhile investment. Use language that evokes emotion, painting a picture of the joy and convenience your iPhone has brought into your life and could bring to another’s.

Choosing the Right Platform to Sell

Selecting the right platform to sell your iPhone is akin to choosing the perfect venue for an event. You want a place that attracts the right crowd and ensures a safe, smooth transaction. Popular platforms like eBay, Craigslist, or specialized trade-in websites are excellent starting points. Each has its own set of benefits and drawbacks, so evaluate them carefully.

eBay offers a vast audience but involves listing fees. Craigslist provides local selling opportunities but requires vigilance against scams. Trade-in websites offer convenience but might not offer the highest price. Choose the platform that aligns with your priorities, whether it’s maximizing profit, ensuring security, or simply convenience.

Timing Your Sale for Maximum Impact

Timing plays a vital role in selling your iPhone effectively. The release of a new iPhone model often triggers a surge in demand for the previous ones. If you’re planning to sell your iPhone, timing your sale around this period can be advantageous. Be prepared to act swiftly once a new model is announced, as the market can become saturated quickly.

Handling Final Transactions

When you’ve found a buyer, handle the final transactions with care. Ensure you have a secure payment method in place and confirm the buyer’s details before shipping your iPhone. Packaging is also crucial; protect your device from potential damage during transit with bubble wrap or a padded envelope. Transparency is key, so communicate clearly with the buyer throughout the process.

By following these tips, you can navigate the often overwhelming world of device insurance renewals and sell your iPhone with confidence. Remember, whether it’s strategizing for the best insurance plan, carefully crafting your listing, or timing your sale for maximum impact, each step requires attention and care. Embrace the opportunity to upgrade while ensuring your current device finds a new home, bringing joy and convenience to its next owner.

What Opportunities Does Web3 Create for the Gaming Industry?

The journey of gaming began with basic simulations in the 1950s, but it was brands like Sony, Nintendo, and Sega that truly transformed the industry. What started with simple pixelated screens has now blossomed into the high-definition, fast-paced experiences we can’t get enough of today. 

The online gaming world never stays the same, and Web3 is the newest kid on the block. It all kicked off with crypto payments in the early 2010s, and now blockchain is making its way into the fray. We saw the first signs of this with games like CryptoKitties, but it’s evolved past casual games. 


The betting world is also embracing blockchain technology, with online casinos already benefiting from its secure, tamper-proof transactions. Although traditional, land-based casinos have yet to fully adopt these innovations, it’s only a matter of time before even your local casino integrates Web3 solutions to enhance player experience and transaction transparency.

This shift presents multiple benefits for both players and developers.  However, before seeing how Web3 has evolved the gaming sector, we first need to understand what it really is.

What is Web3?

Our modern-day internet wouldn’t exist without its earlier versions, Web1 and Web2, laying the foundation. Web1 was the “read-only web,” where computers and the people using them could only exchange basic information. Then came Web2 in the 2000s, making the internet far more interactive. 

This was the era of platforms like Facebook, Twitter, and Tumblr, where everyone could share, post, and engage. However, as Web2 flourished, there were issues like privacy concerns, censorship, and centralization. That’s where Web3 steps in. 

Web3 is the internet’s way of fixing its past mistakes. It is designed to be decentralized and put users back in control. It’s a whole new philosophy built on the foundation of blockchain and distributed ledgers that will change how we connect and share online.

How Web3 Will Evolve the Gaming Industry

With every passing day, Web3 unlocks new possibilities, paving the way for gaming to evolve in ways never thought of before.

  • Ownership of Digital Assets

Gamers have long aspired to truly own in-game objects. Thanks to Web3, this dream could very much come true. 

With blockchain technology, items that you acquire in the game such as skins, characters, and weapons, can be tokenized into NFTs, allowing you to hold digital ownership of them. 

This makes them tradeable, sellable, and even usable across various platforms. The Sandbox and Decentraland are leading the way in offering players this kind of digital ownership. 

As of 2024, these virtual worlds have already seen millions of dollars in transactions, with players buying and selling land and assets as if they were physical property. You can actually make a profit by selling your rare items or land, this allows players to turn their hobby into a potentially lucrative venture. 

  • Fairer Gameplay

Web3 gaming will also enhance fairness through smart contracts. These are self-executing contracts with terms predefined in the code. 

In the past, players would complain about biased algorithms, cheating or unfair mechanics. Web3 came along to address these issues by using smart contracts to ensure every action within a game is transparent and can’t be tampered with. 

For instance, Gods Unchained, a blockchain-based trading card game uses smart contracts to verify card ownership and ensure fair trades. 

  • Monetizing Through Play-to-Earn Models

Web3 is shaking things up in the gaming world, making play-to-earn (P2E) games more than just a fun pastime. Now, gaming can put real money in your pocket. By completing challenges, topping leaderboards, or winning matches, you earn crypto or NFTs that hold real-world value. 

Games like Axie Infinity are leading the charge. In this game, you collect, breed, and battle digital creatures called Axies, each a unique NFT. This means you truly own your in-game assets, no strings attached. 

The game runs on two main tokens, Smooth Love Potion (used to breed Axies) and Axie Infinity Shards (AXS), both of which you can trade on crypto exchanges. The tokens are tradable on various crypto exchanges, translating in-game success into real-world gains.

  • New Business Models for Developers

The gaming economy today mostly relies on selling games and offering in-game purchases. But with Web3, a whole new world opens up, allowing players to invest directly in a game’s economy and even profit from its growth. 

Developers now have the chance to create token-based systems where your participation helps shape the game’s future, and in return, you earn tokens that could skyrocket in value.

Take Illuvium, for example, built on the Ethereum blockchain, this game has its own token that fuels the entire ecosystem. Players can buy, sell, and trade these tokens, with the game’s profits partially going to those who hold or stake these tokens. 

More to Come from Web3

Web3 gaming is still finding its footing. The technology is in its early days, with scalability, accessibility, and user experience still major hurdles. But remember, the internet has faced much bigger challenges and always found a way forward. Web3 is no different. With time, it’s sure to figure it out and make its impact.

 

Preparing for the Future: Expected Features of Windows Server 2025

The world of server technologies stands on the brink of significant change. Windows Server 2025 — the latest version of Microsoft’s popular server operating system — promises to revolutionize enterprise IT infrastructure. This release is not just an update but a qualitative leap in security, performance, and cloud integration. In this article, we will examine the most important features.

Key Security Innovations

Security is the cornerstone of Windows Server 2025. The updated version offers several significant improvements:

  • enhanced Active Directory protection;
  • updated SMB protocol with QUIC support;
  • new password encryption methods, including the use of AES.

Of particular note is the abandonment of the outdated Mailslots protocol in favor of more modern and secure solutions. This change will significantly increase the overall security level of server infrastructure.

Improved Performance and Scalability

Windows Server 2025 takes a big step forward in performance. Improvements affect various aspects of the system:

  1. Optimization of data storage operations, providing up to a 90% increase in IOPS.
  2. Hyper-V update with support for up to 1792 virtual processors and 29.7 TB of RAM per VM.
  3. Implementation of GPU partitioning technology for more efficient use of graphics resources.

These changes will allow organizations to use existing hardware resources more effectively and scale their infrastructure without significant additional investments.

Integration with Cloud Technologies

Hybrid and multi-cloud environments are becoming the norm in the modern IT landscape. Windows Server 2025 takes this trend into account, offering expanded capabilities for integration with cloud services:

  • Improved Software-defined Networking (SDN) tools for managing networks in distributed environments.
  • Close integration with Azure Arc, allowing management of on-premises servers through a cloud interface.
  • Support for hybrid work scenarios, ensuring a smooth transition between on-premises and cloud resources.

These features will help organizations create a more flexible and adaptive IT infrastructure capable of quickly responding to changing business requirements.

Artificial Intelligence and Management

Artificial intelligence is becoming an integral part of modern IT systems. Windows Server 2025 keeps pace with this trend, offering:

  • AI-based management functions to simplify server administration.
  • Optimized support for AI workloads, including improved GPU utilization.
  • Tools for performance analysis and optimization based on machine learning.

These innovations will allow IT teams to manage complex infrastructures more effectively and optimize resource utilization.

Updates to Active Directory

Active Directory (AD) is a key component of Windows Server, and in the 2025 version, it receives substantial improvements. The new version of AD offers enhanced capabilities for identity and access management:

  • Support for 32k-page AD databases, significantly increasing capacity and performance compared to previous 8k-page databases.
  • Improved AD replication for faster and more reliable data synchronization between domain controllers.
  • New forest and domain functional levels, providing access to advanced features.
  • Support for TLS 1.3 for LDAP communications, enhancing the security of network interactions.
  • Implementation of Kerberos keys for local accounts, strengthening authentication protection.

The updated Active Directory will provide organizations with a more reliable and scalable identity management infrastructure, which is critical in today’s distributed and hybrid environments.

New System Update Capabilities

One of the most notable improvements in Windows Server 2025 is the Hotpatching feature. This technology allows critical security updates to be installed without server restarts. Previously, this capability was only available in the Azure Edition Windows Server 2022 Datacenter, but now it will be available for all editions of Windows Server 2025.

Hotpatching significantly reduces system downtime and simplifies the maintenance process, which is especially important for critical services operating 24/7.

Network Improvements

Windows Server 2025 offers numerous significant improvements in network technologies:

  1. SMB over QUIC — a more secure and performant protocol for file sharing.
  2. Adaptive Traffic Control (ATC) for optimizing network flows.
  3. Health and Usage Dashboard (HUD) for improved visualization of network activity.

These innovations will help organizations increase the performance of network infrastructure and improve control over network resources.

Licensing Models

Microsoft offers flexible licensing options for Windows Server 2025:

  • Traditional perpetual license model;
  • New “pay-as-you-go” subscription model through Azure Arc.

The choice of model depends on the specifics of the business. For companies with seasonal load fluctuations, the subscription model may be more advantageous, while for stable infrastructures, a perpetual license may be the optimal solution.

Preparing for the Transition

Transitioning to Windows Server 2025 requires careful planning. For a successful upgrade from Windows Server 2022, it is recommended to:

  • Conduct an audit of the current infrastructure.
  • Assess application compatibility.
  • Develop a migration plan that accounts for possible downtime.
  • Train IT personnel on working with new features.

Advance preparation will help avoid problems during the transition and help you start using the advantages of the new version as quickly as possible.

Potential Business Benefits

The implementation of Windows Server 2025 promises many significant benefits for businesses:

  • Increase in overall IT infrastructure security.
  • Enhanced performance and scalability of server systems.
  • Improved flexibility in IT resource management.
  • Optimization of IT costs through new licensing models.
  • Support for modern workloads, including AI and machine learning.

These advantages can become key factors in increasing business competitiveness in the digital age.

Conclusion

Windows Server 2025 represents a significant step forward in the evolution of server operating systems. The combination of enhanced security, increased performance, and deep integration with cloud technologies makes this version an attractive choice for organizations seeking to modernize their IT infrastructure.

Go Green! Evolve IP (EMEA) Is The Driving Force Behind Reseller’s ‘Revolutionary’ Sustainability Model

A revolutionary partnership between reseller Green IP and global collaboration service provider Evolve IP is set to transform the cloud communications landscape, offering an innovative green ecosystem business model.

Poole-based Green IP is dedicated to doubling its customer base in the coming year. The company’s vision extends far beyond mere business operations; it is on a mission to be a net carbon business and a pioneer in sustainable cloud communications. High impact solutions not only help businesses become more eco-friendly but also enhance collaboration and productivity, enabling a ‘Work Anywhere’ approach.

Committed to sustainability, Green IP has made significant investments in green electric vehicle technology and making their efficient office powered by renewable energy.  This ethos also extends to merchandise, including bamboo pens and recyclable coffee cups. The company began operating last summer, having split from TXI, which is now focused solely on satellite communication.

Evolve IP (EMEA) plays a pivotal role by providing a carrier-grade platform and expertise in integrating unified communications, collaboration tools, voice, and omnichannel contact centre solutions into the cloud. The partnership aligns with Evolve IP’s commitment to sustainability and the reduction of carbon emissions.

Positive Impact

The partnership is already making significant strides, with Green IP achieving its Climate Partner status and attracting attention from new customers, having also launched a website at www.greenip.co.uk 

Matthew Brown, Business Development Executive at Green IP, emphasised how working with Green IP means supporting eco-friendly practices and making a positive impact on the planet. Solutions are designed to help businesses become more sustainable while reducing costs and enhancing collaboration. 

He explained: “Customers are very keen to embrace our green vision. It’s becoming more prevalent as climate change is something that no one can ignore now. We all have to play a part. 2024 will be a massive year for us.”

Paul Harrison, Managing Director (EMEA) at Evolve IP, noted their shared passion for sustainability and the substantial impact it can make. He says the partnership is well-positioned to lead the way in sustainable business practices and offers a unique value proposition.

“Green IP is like a small seed which is destined to grow into a huge tree. We are very excited by the potential. Done right, done well and with the right solutions, support and messaging, the sky is the limit. They have a unique USP. It’s a green company from the bottom up.”

He added: “We know that around 70% of future procurement is looking to work with sustainable businesses. Green IP is a natural place for them to come. 

“Today businesses have a choice to be sustainable but very soon we are not going to have a choice. It will become mandatory. So, if Evolve IP and Green IP are ahead of the curve, we can help all our customers to do the same and gain a competitive advantage. This will lead to a greener and more prosperous future for everyone, which is the ultimate goal. We are all on the same journey.”

Matthew concluded: “The future is undoubtedly green, and businesses increasingly seek sustainability as a key criterion for partnership. Green IP and Evolve IP’s collaboration embodies the ethos of a greener and more prosperous future, setting a precedent for the industry.”