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  

FNTCASE Samsung Galaxy S26 Ultra cases review

The FNTCASE Samsung Galaxy S26 Ultra cases have arrived for us to check out and again the company has you covered with a vasr range of cases and colours to suit all pockets and sytles at affordable prices, Recently reviewed was the Google PIxel 10a case range and this range is similar to those for you very expensive Samsung Galaxy S26 Ultra.

With the range of cases on offer here there is a case for all with several different styles and the best magnets in the business different textures and finishes too all giving you phone the best protection in one place.

There is shockproof cases clear cases Magsafe cases and much more, all cases provide better grip keep your camera area safe and the screen with a lip around the edge, the buttons are tactile and work well and all ports accessible and overall keeping your phone out of harms way.

We check these out in the full hands-on video review below with a dummy model as we are waiting on the device to arrive with more cases and will be doing a another video with all the cases we have soon so stay tuned..

Samsung Galaxy S26 Ultra Shock Protection Cell Phone Case Sturdy Cover with Non-Slip Texture

  • Two Piece Durable Hybrid Covers: soft TPU inner cases – shock absorbing; hard PC back outer shell – strong impact resistant. Double guard protection with a reinforced corner, specially designed to protect your new mobile.
  • Upgraded Slip-Proof Texture Design on Side and Back: sturdy armored phone case with hexagon grip rear shield prevents your smartphone from an unexpected drop. Also, simple, classic & stylish.
  • Enhanced Camera Protect & Raised Bevel for Scratch Resistance: Each camera lens is 360 fully surrounded and protected. A 1.5mm (0.06 inch) lifted bezel on the screen and 2.0mm (0.08 inch) on the camera lens can prevent daily scratches when you put your cell phone face down.
  • Precious Cutouts & Flexible Tactile Buttons: All the holes fit perfectly. What’s more, the Honeycomb design inside for heat dissipation and cooling is breathable to guarantee your telephone works normally. Functional design & vivid colors that brighten your mood. Multicolours for choices, suitable for everyone.

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Samsung Galaxy S26 Ultra Clear Phone Case: Magnetic Charging Shockproof Magsafe Support

  • Compatibility: Only for Samsung Galaxy S26 Ultra (6.9 inch). Please carefully confirm your phone model before making a purchase. Precise cutouts and tactile buttons ensure quick access and response, and full access to all ports
  • Strong Magnetic: The built-in powerful N52 magnets with 2400 gf of holding force make it easy to attach all kinds of Magnetic Charging accessories like wireless car chargers, wireless chargers, battery packs, etc. Even if you vigorously shake your phone, it won’t easily fall off
  • Yellow Resistance: This Galaxy S26 Ultra phone case is made of anti-yellowing PC and TPU materials, making the case transparent for long periods and effectively resisting sweat and stains, clearly showing the original color of your phone
  • Full Protect: This case provides double protection for the phone screen from cracks and scratches
  • Military Grade Full Body Protection: 4 Air-cushioned corners for added drop protection, which provide excellent cushioning impact from accidental bumps and drops. The raised lip design provides enhanced scratch protection for the screen and camera

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Samsung Galaxy S26 Ultra Clear Magnetic Case – Anti-Yellowing, Magsafe Compatible, Rugged Shockproof Protective Bumper

Strong Magnetic Array for Effortless Accessories & Charging
Fully compatible with Magsafe and all Qi wireless chargers with zero signal interference. The case features 38 precisely aligned N52 super magnets, delivering an exceptional 2400 gf magnetic force for a secure hold on chargers, mounts, and magnetic accessories.

Permanent Clarity with Advanced Anti-Yellowing Technology
Made from premium Bayer ultra-clear TPU and PC materials to showcase your Galaxy S26 Ultra’s original design. The nano anti-yellowing coating and anti-fingerprint coating effectively resist stains, sweat, and oxidation, ensuring long-lasting clarity without discoloration.

10FT Military-Grade Shockproof Protection
Certified to withstand drops from up to 10 feet. The hybrid construction combines a rigid polycarbonate backplate with flexible TPU bumpers and four corner airbags to effectively absorb and dissipate impact energy from all angles.

360° Raised Edges for Screen & Camera Protection
Features 2.5mm raised camera lips, 1.5mm raised screen bezels, and 0.5mm back lip to comprehensively protect against scratches and damage when placed on flat surfaces. Every edge is designed for maximum defense.

Perfect Fit with Secure, Comfortable Grip
Designed exclusively for the Samsung Galaxy S26 Ultra. Offers precise cutouts for full access to all ports, buttons, and functions. The textured edges provide an excellent non-slip grip, enhancing handling safety and comfort.

Samsung Galaxy S26 Ultra Case with Built-in Screen Protector and Kickstand – Military Rugged, 2 Front Frames, Drop Proof Protective Cover

Compatibility: Designed exclusively for the Samsung Galaxy S26 Ultra (6.9-inch, 2026 release). It will not fit any other phone models. Please verify your phone model before purchase to ensure perfect compatibility.

Built-in Kickstand: Features a convenient, built-in foldable stand that supports both vertical and horizontal viewing angles, freeing your hands for other tasks. This sturdy holder also provides excellent support for stable, effortless photography with your large-screen device.

Built-in Screen Protector: The integrated screen protector offers excellent light transmission and highly responsive touch performance, allowing full access to your phone’s features while guarding against scratches and scuffs. This built-in design eliminates the hassle of applying a separate screen protector yourself.

2 Front Frames for Personalized Needs: In addition to the main frame with the built-in screen protector, we include an extra replacement front frame without a screen protector. This gives you the freedom to choose your preferred setup based on your personal habits, delivering a truly customized protection experience.

Comfortable & Full Protection: The case combines a non-slip textured grip on the sides with matte-finish edges that resist fingerprints and oils, keeping it clean and providing a secure hold that’s less likely to slip from your hand. The raised TPU bezel helps keep the screen and camera lifted off surfaces and absorbs shock from accidental drops. Together, the rugged case and integrated protection provide comprehensive, military-grade defense for your Galaxy S26 Ultra.

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FNTCASE Google Pixel 10a cases review

FNTCASE have just dropped their latest cases for the all new Google Pixel 10a and you need to keep that shiny new purchase protected and FNTCASE has you covered

Again with a great range of cases colours and price ranges there is something for everyone for their new Pixel 10a, we have checked out some of their latest lines including the military greade shock proof case with a built in screen protector and built in stand.

There is a big range of dual layered cases with TPU giving you all the protection you need for your new phone and they ar enot expensive and there is some nice cases to check out, see out hands-on review below for more and what you expect from FNTCASE and they also cover a wide range of devices which we also have reviewed on site.

Google Pixel 10A Phone Case: Military Grade Shockproof with Built-in Screen Protector and Kickstand

  • Military Grade Dual Protection:
    Only for the Google Pixel 10A 6.3-inch, the case has a Dual-layer sturdy protection structure, with a built-in Kickstand and screen protector. Military-grade drop-tested, Dropproof, Impact-resistant mobile phone case.
  • Built-in Kickstand:
    This phone case with a stand works perfectly in vertical and horizontal positions. Convenient for reading, watching movies, playing games, browsing the web, and face-to-face chatting with friends. Provides hands-free viewing angles for both portrait and landscape orientations.

  • Built-in Screen Protector:
    This Google Pixel 10A case provides a built-in HD screen protector with sensitive touch performance, preventing your phone from accidental scratches and acting as a tempered glass screen protector.
  • Perfect Grip:
    The non-slip texture on both sides provides a better grip, and matte edges reduce the adhesion of fingerprints and oil to ensure visual cleaning while enhancing the hand-held touch to make the case less likely to slip from your hand. It provides all-around protection for your mobile phone in all activities, especially when working outdoors, doing sports, camping, and traveling.

BUY

 

Google Pixel 10A Phone Case: Magnetic Translucent Matte Shockproof Slim Phone Cover – Military Grade Drop Proof Hard Back Anti-Fingerprint Protective Case

  • Matte Texture & Superior Feel: The Google Pixel 10A Phone Case uses high-quality matte TPU and PC translucent material without covering the Phone logo; The frosted surface provides a comfortable hand feel, and the nano-antioxidant layer can effectively prevent stains and scratches.
  • Strong Magnetic Attraction: Compatible with Magnetic chargers and other Qi Wireless chargers without signal interference. The Google Pixel 10A phone case has 38 super N52 magnets built in. Its magnetic attraction reaches 2400 gf, which is almost 7X stronger than ordinary, so it won’t fall off, no matter how it shakes while charging.

  • Precise Process: Rigorously molded to the original phone, every port, lens, and side button opening has been measured and calibrated countless times, and each button is sensitive. It is thin enough to support wireless charging with the case on.
  • 14FT Military Grade Drop Protection: Our Google Pixel 10A phone case backplane is made with rigid polycarbonate and flexible shockproof TPU bumpers around the edge and features 4 built-in corner Airbags to absorb impact, which can protect your phone from accidental drops, bumps, and scratches.
  • Wireless Charging: The phone case works perfectly with the official magnetic accessory and supports wireless charging.

Google Pixel 10A Shock Protection Cell Phone Case Sturdy Cover with Non-Slip Texture

  • Two Piece Durable Hybrid Covers: soft TPU inner cases – shock absorbing; hard PC back outer shell – strong impact resistant. Double guard protection with a reinforced corner, specially designed to protect your new mobile.
  • Upgraded Slip-Proof Texture Design on Side and Back: sturdy armored phone case with hexagon grip rear shield prevents your smartphone from an unexpected drop. Also, simple, classic & stylish.
  • Enhanced Camera Protect & Raised Bevel for Scratch Resistance: Each camera lens is 360 fully surrounded and protected. A 1.5mm (0.06 inch) lifted bezel on the screen and 2.0mm (0.08 inch) on the camera lens can prevent daily scratches when you put your cell phone face down.

  • Precious Cutouts & Flexible Tactile Buttons: All the holes fit perfectly. What’s more, the Honeycomb design inside for heat dissipation and cooling is breathable to guarantee your telephone works normally. Functional design & vivid colors that brighten your mood. Multicolours for choices, suitable for everyone.
  • Fits Google Pixel 10A.

BUY

 

Google Pixel 10A Clear Phone Case: Wireless Charging Anti Yellowing Shockproof

 

  • Crystal Clear & Never YellowUsing high-grade Bayer’s ultra-clear TPU and PC material, allowing you to admire the original sublime beauty of Google Pixel 10A without getting oily when used. The Nano antioxidant layer effectively resists stains and sweat, keeping the case clear like a diamond longer than others
  • 10FT Military Grade ProtectionPassed Military Drop Tested up to 10 FT. This case’s clear backplane is made with rigid polycarbonate and flexible shockproof TPU bumpers around the edge and features 4 built-in corner Airbags to absorb impact, which can prevent your Phone from accidental drops, bumps, and scratches
  • Raised Camera & Screen ProtectionThe tiny design of 2.5 mm lips over the camera, 1.2 mm bezels over the screen, and 0.5 mm raised corner lips on the back provides extra and comprehensive protection, even if the phone is dropped, which can minimize and reduce scratches and bumps on the phone.

  • Ultimate Grip & Slim Fit To prevent hand sweat and grease, which normally could cause a slippery grip and additional phone drops, this Case adopts an ergonomic square side with textured no-slip buttons to provide an excellent grip, which feels secure yet soft and comfortable to hold in your hand. Also, it supports wireless chargers, eliminating the need to remove the case for charging.
  • Compatibility & Wireless Charging Compatible with Google Pixel 10A. Wireless charging support.

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Qualcom invests €500K to launch new AI practice

Qualcom, a leading Irish provider of IT and cybersecurity services, today announces that it is investing €500,000 to launch its new artificial intelligence (AI) practice. This investment will span three years and, in the continued expansion of its team, Qualcom plans to hire four AI specialists within this timeframe.

The new practice will support secure AI adoption for Irish organisations and enable them to align with evolving regulatory requirements. The investment includes a new partnership with AI infrastructure provider NROC and, as part of this, Qualcom will provide a full wraparound service to secure and manage customers’ AI environments, using NROC’s technology. The funding also includes the training and upskilling of new team members, as well as AI training for Qualcom’s existing managed services and infosec teams.

In turn, the new practice will further enable Qualcom to deliver AI-powered solutions that will secure customers’ Microsoft data, and to provide ultra-secure managed services to businesses. Qualcom has also developed a comprehensive AI policy framework designed to help organisations to incorporate AI tools such as Microsoft Copilot and ChatGPT into their daily operations, while safeguarding sensitive data and ensuring compliance,

The company is launching the new dedicated practice in response to heightened demand among customers for AI solutions, services, and capabilities to drive business growth and remain competitive.

This investment comes as Qualcom celebrated 30 years in business in 2025. The company recently announced that it has boosted the headcount within its support centre by 33%, and enhanced facilities at its Dublin headquarters to equip the business for continued growth.

David Kinsella, Technical Director, Qualcom, said: “This investment in our people, platforms, and capabilities reflects our commitment to supporting customers as they navigate both the opportunities and risks of AI. As we look ahead to the next three years, there’s no doubt that the use and applications of AI will continue to grow exponentially. The launch of the new practice will enable us to adapt quickly in line with industry demand, delivering right first-time services that are fully compliant and maximise IT uptime for businesses in Ireland. We’re looking forward to working closely with customers as we support the secure rollout of AI tools to help them to keep pace with their competitors.”

Tech Industry Alliance Announces TechFest 2026

Tech Industry Alliance has announced the official launch of TechFest 2026, the South West’s leading technology conference, bringing together technology leaders, policymakers, innovators, and industry experts for a high-impact, in-person event exploring one of the defining issues of our time: how artificial intelligence and emerging technologies are reshaping business, society and public trust.

TechFest, the flagship annual conference from Tech Industry Alliance, will take place at the Rochestown Park Hotel, Cork, from 09:00 on Thursday, 21 May 2026. This year’s theme, “AI, Technology & the Future: Innovation, Intelligence and Human Impact,” will explore both the opportunities and responsibilities that accompany rapid advances in artificial intelligence.

Tickets for the conference are now available at:https://techindustryalliance.ie/tech-industry-alliance-techfest-2026/

The dynamic one-day conference will feature high-profile keynote speakers, expert panel discussions, and real-world industry case studies. The programme is designed to provide both strategic insight and practical application, examining not only the transformative potential of AI, but also the governance, regulatory and ethical frameworks required to scale it responsibly.

TechFest 2026 will welcome Jamie Bartlett, a UK-based author, researcher, and broadcaster specialising in the societal impact of emerging technologies, online culture and digital power. He is the author of several acclaimed books including the bestselling The Dark NetRadicalsThe People Vs Tech and The Missing Cryptoqueen, with his work translated into 15 languages. Bartlett founded the Centre for the Analysis of Social Media at the think tank Demos and is a regular commentator across national and international media. His expertise spans cybersecurity, crypto scams, online subcultures and the influence of technology on politics. His TED Talk, How the Mysterious Dark Net Is Going Mainstream, has been viewed more than five million times.

Guiding attendees through the day will be Jonathan McCrea, acclaimed science communicator, and AI master trainer. Known for making complex technology accessible and engaging, Jonathan will help frame discussions around the opportunities and challenges of AI adoption, ensuring an insightful and thought-provoking experience for attendees.

Matthew Camilleri, Chairperson of Tech Industry Alliance, said:
“We are delighted to announce TechFest 2026. From the societal risks associated with AI, cybersecurity threats, and criminal misuse, to regulation, innovation enablement and enterprise adoption, this year’s conference will offer a balanced and forward-looking agenda. TechFest continues to bring together the voices shaping the future of technology in Ireland. This event would not be possible without the support of our sponsors, who recognise the critical importance of the technology sector to the Munster region. Following the success of last year’s conference, we look forward to building on that momentum in 2026.”

With more than 400 attendees expected, TechFest 2026 will provide a unique opportunity to network, collaborate, and share insights across the technology ecosystem. The event will feature speakers from technology companies, academia, government, law enforcement, and cybersecurity, alongside organisations already deploying AI solutions in real-world environments. The full line up of speakers will be released in the coming weeks.

Given the high level of interest, early registration is encouraged as the event is expected to sell out.

For exhibitor and sponsorship enquiries, contact info@techindustryalliance.ie

TCL Sparks Inspiration Across Italy with Olympic Winter Games Themed OOH Campaign and Brand Activations

TCL, a Worldwide Olympic and Paralympic Partner, has launched a large-scale OOH campaign across Milan to celebrate the Olympic Winter Games Milano Cortina 2026. Featuring advertising in more than 30 high-traffic locations and hundreds of placements throughout Milan and surrounding travel gateways, the campaign will run throughout the Olympic Winter Games period, with selected placements continuing until the end of March after the Paralympic Winter Games conclude.

As the Olympic Winter Games host city, Milan will welcome countless tourists heading to watch the action live. TCL hopes to spread the campaign message of ‘Inspire Greatness’ to global and local audiences, aligning the brand with the collective spirit, ambition, and human stories at the heart of the Olympic Winter Games.

Across Milan, TCL’s visuals appear along major arterial roads, on sightseeing buses, within metro stations, and at key travel points including Milan’s central railway stations, Malpensa and Linate airports and beyond into Venice and Verona. One of the campaign’s most visible installations is a billboard mounted on the 90-meter-high Tower of Municipal Technical Services in central Milan, establishing a strong visual presence across the city skyline.

“The theme of our OOH campaign and experiences is all around Inspiring Greatness – and this isn’t just for the athletes competing in the Olympic Winter Games, but for all of us who dare to push the boundaries,” said Stefan Streit, CMO, TCL Europe. “Our presence across Milan is designed to bring the spirit of this huge sporting moment into our everyday lives.”

Public Showcase in the Heart of Key Cities

Video: Edelweiss from the Alps, now blooming at Milan Central Station

Beyond outdoor visibility, TCL is also inviting audiences to engage with the brand through public-facing showcase in Milan. At Milan Central Station, TCL has launched TCL Edelweiss Land, a creative showcase located in Piazza Duca d’Aosta. Open daily from 10am-10pm until the 22 February, the installation spans over 500 square meters and offers visitors a space to try out the latest TCL innovations such as the TCL SQD-Mini LED TV X11L.

Designed around environmentally conscious principles, the showcase reflects TCL’s commitment to responsible innovation while offering hands-on experiences and photo-worthy moments.

TCL’s commitment extends through the TCL Road to Milano Cortina 2026 Tour – a travelling initiative that will visit multiple Italian cities at key shopping centers. Kicking off in Rome in November 2025, the tour has staged successful pop-up activations in Rome, Turin and Venice, and now arrives in Milan. It continues at MILAN IL CENTRO ARESE, running through to 15 March, where TCL has visibility on the balaustre of the ice-skating area next to the booth. TCL’s Olympic Winter Games themed booth is also open at the Milano Certosa offline store.

Supporting the Olympic Winter Games On-Site and Worldwide

TCL will help millions of fans to enjoy the Olympic Winter Games on-site and worldwide by providing TVs, digital signage, and technical assistance to the Olympic Broadcasting Services (OBS) so that media at the International Broadcasting Centre can bring Milano Cortina 2026 to global audiences. TCL’s ‘screen universe’ and other innovations such as AI-enabled air conditioners will also be featured in a TCL space at the Milano Olympic Village, showing how technology gives fans more choice than ever in how they enjoy the Olympic Winter Games, showing how technology gives fans more choice in how they experience the Olympic Winter Games.

TCL is also present with branding and devices in several NOC Houses, the official homes of the National Olympic Committees where fans, athletes, and delegations gather to celebrate.

TCL is also helping to ensure athletes participating in the Olympic Winter Games are ready for action. As they settle in, TCL’s next-generation home appliances such as smart washing machines and dryers are helping them to enjoy a new level of comfort at the Anterselva and Livigno Olympic Villages, while TCL TVs help them relax and unwind. TCL is also supporting the “Athlete Moment”, providing the display technology that will connect athletes with their loved ones for moments of celebration immediately after each event.

TCL UK earns highest engagement at the Olympic Winter Games

The UK division of TCL recently recorded the highest online engagement across the Olympic Winter Games, according to findings compiled by Quantcast.

The AdTech firm tracked UK engagement across the open internet, including news sites and blogs, identifying both the sponsors and sports that received the greatest levels of interaction during the event. TCL saw the largest increase in online engagement across all sponsors, at 30 per cent.

These results reflect the strength of TCL’s approach to the Olympic Winter Games. Rather than simply appearing as a sponsor, we executed a series of activations designed to create genuine audience connection, most notably the local UK ‘In My Zone’ campaign, which featured short-form social content created directly with athletes. The campaign showcased how TCL’s TVs, soundbars and home technology support athletes in their day-to-day lives, from analysing track footage and self-coaching sessions, to gaming for mental reset, family movie nights and recovery routines.

Through a combination of local and global activations and an omnichannel strategy that balanced creativity with reach, TCL was able to meaningfully connect with audiences throughout the Olympic Winter Games.

Pokémon Sleep watch faces on Garmin devices

Garmin  is celebrating World Sleep Day with the launch of new Pokémon Sleep watch faces. The watch faces are available now for free in the Connect IQ Store for select smartwatches, including fēnix®, Forerunner®, Venu® and vívoactive® products.

Track energy levels throughout the day

 

  • Choose between two watch faces – the “Pokémon Sleep: Snorlax & Friends” features multiple Pokémon (Bulbasaur, Charmander, Squirtle, Pikachu and Snorlax) on Greengrass Isle while the “Pokémon Sleep: I Choose You” allows customers to choose one Pokémon from 48 options.
  • The Pokémon poses on both watch faces will change throughout the day – from happy and smiling to tired and sleepy – based on the user’s Body Battery energy levels.
  • To help better prepare for bedtime, the watch face’s night mode will switch on 1.5 hours before the customer’s scheduled sleep time setting in the Garmin Connect app.

Garmin customers can download the Pokémon Sleep watch faces now in the Connect IQ Store. In addition, select Garmin devices are also now compatible with Pokémon Sleep1 for syncing sleep data with the Pokémon Sleep mobile app.

The Connect IQ Store is an all-in-one source for Garmin customers looking to personalise their compatible Garmin devices. With thousands of options to choose from, users can download apps, watch faces, music streaming services and more right to their device. The Connect IQ Store is accessible through the Google Play and Apple App Store. For developers interested in creating on-device applications for Garmin customers around the world, visit the Connect IQ developer site.

1 Requires a compatible smartphone with the Garmin Connect and Pokémon Sleep apps downloaded, and user-enabled sharing through supported mobile platforms. Pokémon Sleep is intended for entertainment purposes only and is not intended for use in detection, diagnosis, or treatment of any medical condition or disease.

GTA 5’s Graphics Engine: How a 2013 Game Still Looks Good in 2026

Grand Theft Auto V launched in September 2013 on PlayStation 3 and Xbox 360 hardware, consoles with 512MB of RAM and processors from 2005. Thirteen years later, the game not only survives but thrives across three console generations and PC, maintaining visual competitiveness against modern titles. This longevity stems from Rockstar’s RAGE (Rockstar Advanced Game Engine) technology, a sophisticated graphics and physics engine that was over-engineered for its time and designed with scalability as a core principle.

The RAGE Engine Foundation

RAGE debuted with Rockstar Table Tennis in 2006, but GTA 5 represents its most ambitious implementation. The engine combines proprietary rendering technology with Euphoria physics simulation and procedural animation systems licensed from NaturalMotion. This hybrid approach creates the realistic character movement and environmental interaction that define the GTA experience.

What makes RAGE particularly impressive is its scalability. The same codebase runs on hardware spanning four orders of magnitude in computational power, from 2005 console processors to modern RTX 4090 graphics cards. This requires sophisticated dynamic level of detail systems, adaptive texture streaming, and resolution-independent rendering pipelines that few engines achieve even today.

The engine’s renderer employs deferred shading, a technique that separates geometry rendering from lighting calculations. This allows Los Santos to feature hundreds of dynamic light sources simultaneously without crippling performance. Street lights, vehicle headlights, neon signs, and environmental effects all contribute to lighting in real time, creating the atmospheric depth that keeps the game visually engaging over a decade after release.

Texture Streaming and Memory Management

GTA 5’s massive open world presents extreme technical challenges. Los Santos covers approximately 127 square kilometers, filled with detailed buildings, vegetation, roads, and thousands of assets. Loading this entire world into memory is impossible even on modern hardware, requiring sophisticated streaming systems that predict player movement and preload assets accordingly.

Rockstar’s texture streaming technology analyzes player velocity, camera direction, and historical movement patterns to determine which assets need high resolution textures and which can use lower quality versions. This predictive loading happens continuously in the background, invisible to players but critical to maintaining visual quality without loading screens during open world traversal.

The system’s intelligence becomes apparent when players move at high speeds. Textures and geometry ahead of the player load at higher priority than assets behind them. Buildings in the player’s peripheral vision receive medium detail, while structures directly in the view cone get full resolution treatment. This selective quality approach maximizes perceived visual fidelity while staying within hardware constraints.

PC versions leverage additional VRAM to extend streaming distances and maintain higher resolution textures longer, but the fundamental systems remain identical across platforms. This unified architecture simplifies development while allowing each platform to scale performance according to available resources.

Dynamic Resolution and Temporal Anti-Aliasing

Modern GTA 5 implementations on PlayStation 5 and Xbox Series X employ dynamic resolution scaling, adjusting rendering resolution frame by frame to maintain target framerates. When on-screen complexity increases, such as during explosions or high traffic density, the engine reduces rendering resolution slightly. During calmer moments, it scales back up to native resolution.

This technique, combined with temporal anti-aliasing that uses information from previous frames to smooth edges and reduce aliasing artifacts, creates the illusion of consistent high-resolution rendering even when internal resolution fluctuates. Most players never notice these adjustments, experiencing only smooth performance regardless of on-screen chaos.

Temporal anti-aliasing also helps with the thin geometry that plagues open world games: power lines, fences, railings. Traditional anti-aliasing struggles with single-pixel-wide objects that flicker and shimmer during movement. By analyzing multiple frames, temporal solutions stabilize these problematic elements, significantly improving visual stability during gameplay.

Lighting and Atmospheric Effects

GTA 5’s time of day system demonstrates the engine’s lighting sophistication. The game simulates a complete 24-hour cycle with dynamic sun position, atmospheric scattering, and color temperature shifts that affect all lighting in the scene. Sunrise and sunset periods feature particularly impressive volumetric light scattering, creating god rays that stream through clouds and between buildings.

Weather systems add another layer of complexity. Rain doesn’t just add particle effects; it transforms surface properties, creating wet road reflections, changing friction characteristics for vehicles, and affecting visibility through atmospheric fog. These interconnected systems create believable environmental conditions that enhance immersion beyond simple visual spectacle.

The volumetric fog and cloud rendering use ray marching techniques, sampling atmospheric density at multiple depths to calculate light scattering through the medium. This computationally expensive approach was cutting edge in 2013 and remains impressive today, contributing to the game’s distinctive visual atmosphere.

The Player Investment Factor

GTA Online’s persistent nature creates an interesting technical challenge and opportunity. Players invest hundreds or thousands of hours building their criminal empires, accumulating properties, vehicles, and customization options. This long-term engagement justifies Rockstar’s continued technical support and optimization across new hardware platforms.

Services like Gameboost and marketplaces for gta accounts exist partly because the technical investment Rockstar made in the engine allows the game to remain relevant across hardware generations. Players can transfer their accounts from old consoles to new ones, maintaining their progress while experiencing improved graphics and performance on superior hardware.

Future-Proofing Through Modularity

RAGE’s modular architecture allows Rockstar to update specific rendering components without rebuilding the entire engine. The PC version has received multiple graphics updates post-launch, adding features like improved anti-aliasing, enhanced shadow resolution, and higher quality texture filtering. These improvements slot into the existing framework because the engine was designed with modularity from inception.

This approach contrasts with engines that tightly couple rendering and gameplay code, making updates risky and time-consuming. RAGE’s separation of concerns allows graphics programmers to optimize rendering paths while gameplay engineers work on different systems simultaneously, accelerating development and enabling incremental improvements over years.

The Technical Debt Question

No engine survives 13 years without accumulating technical debt. RAGE shows its age in certain areas, particularly texture pop-in during fast travel and occasional geometry streaming issues when pushing hardware limits. The engine’s multi-platform origins create compromises that a ground-up modern engine wouldn’t face.

However, the consistency of these issues across platforms suggests they’re fundamental to the streaming approach rather than implementation bugs. Rockstar has clearly decided that occasional texture loading artifacts are acceptable trade-offs for the seamless open world experience that defines GTA gameplay.

Lessons for Modern Engine Design

GTA 5’s longevity offers valuable lessons for graphics engine architecture. Over-engineering for future hardware proves worthwhile when supporting a live service game across multiple console generations. Sophisticated streaming systems that seemed excessive on 2013 hardware enable the game to scale smoothly to modern platforms with dramatically more memory and processing power.

The engine demonstrates that photorealistic graphics matter less than consistent visual quality and strong art direction. Los Santos succeeds not because it renders more polygons than competitors, but because its lighting, atmospheric effects, and attention to detail create a convincing world that players want to inhabit.

As the industry shifts toward games-as-a-service models requiring multi-year support, GTA 5‘s technical foundation shows the value of building scalable, modular engines designed for evolution rather than obsolescence. The game’s continued commercial success validates this technical investment, proving that well-engineered fundamentals outlive cutting-edge features targeting specific hardware.

 

Shipping Disruption in the Suez Canal Is Delaying Critical Automation Components

Global supply chains have faced repeated shocks over the past few years, but disruption in the Suez Canal remains one of the most consequential for industrial sectors that depend on fast and reliable shipping. For manufacturers, integrators, and automation suppliers, delays along this vital maritime route are creating real challenges in obtaining the components needed to keep production lines running.

The Suez Canal is one of the most important shipping corridors in the world. Connecting the Mediterranean Sea to the Red Sea, it provides the shortest route between Europe and Asia. Roughly 12–15 percent of global trade passes through the canal each year. When traffic slows, diverts, or becomes restricted, the ripple effects quickly reach industries around the world.

Automation and control system supply chains are particularly vulnerable to these disruptions. Many of the components used in industrial automation systems are manufactured in Asia before being shipped to Europe, North America, and the Middle East. When shipments are delayed in the Suez Canal, essential parts such as PLCs,  servo drives and HMIs can arrive weeks later than expected.

Why Automation Components Are Sensitive to Shipping Delays

Unlike bulk commodities, automation components often move in smaller but highly critical shipments. A single missing controller or drive can delay the commissioning of an entire production line. In many cases, automation projects operate on tight timelines where equipment installation, software development, and mechanical integration are scheduled to the day.

When shipping disruptions occur, manufacturers can face cascading delays. Machinery builders may be forced to halt assembly while waiting for key components. Integrators can miss project milestones if parts fail to arrive on time. End users may postpone plant upgrades or capacity expansions due to uncertainty around component availability.

The problem is further compounded by the increasing complexity of modern automation systems. Industrial facilities rely on tightly integrated networks of controllers, drives, safety systems, and sensors. If even one element is missing, testing and commissioning can stall.

Shipping delays through the Suez Canal can also create unpredictable lead times. Containers may be held up for inspection, diverted around the Cape of Good Hope, or delayed due to congestion at ports that receive redirected traffic. Each scenario adds days or weeks to delivery schedules.

Increased Costs and Logistical Pressure

Beyond the direct impact on delivery times, Suez Canal disruption is also increasing shipping costs. When vessels reroute around Africa, journeys can take 10 to 14 days longer. Fuel costs rise significantly, and freight rates increase as shipping capacity tightens.

For automation suppliers, this often means higher logistics expenses and greater pressure to maintain stock. Companies that rely heavily on just-in-time supply chains are especially exposed to these fluctuations.

Distributors and system integrators are responding by building larger inventories of frequently used components. However, stocking expensive automation hardware can tie up capital and warehouse space. In a market where technology evolves quickly, holding excess inventory also carries the risk of obsolescence.

The Impact on Industrial Projects

Many industrial projects rely on carefully sequenced delivery schedules. Automation components are frequently installed during late stages of equipment assembly or during plant shutdown periods. If critical parts fail to arrive on time, entire project schedules can slip.

In sectors such as automotive manufacturing, pharmaceuticals, and food processing, delays can have significant financial consequences. Production downtime or missed commissioning windows may lead to lost output or contractual penalties.

Engineering teams also face additional challenges when deliveries become uncertain. Project managers must constantly adjust timelines, while procurement teams scramble to locate alternative sources or expedited shipping options.

The result is an environment where supply chain resilience has become as important as technical performance when selecting automation components.

An Expert Perspective

Johnathan Craddock of CJSAutomation believes that the industry must adapt its logistics strategies to cope with ongoing disruption in global shipping routes.

According to Johnathan, traditional container shipping is no longer reliable enough for time sensitive automation components. When delays occur in major maritime corridors, companies must be prepared with faster alternatives.

“Many automation projects are being held up because critical parts are stuck in slow moving shipping lanes,” Johnathan explains. “The reality is that waiting for ocean freight to clear congestion can halt production schedules and create major operational headaches.”

Johnathan points to Air Crates as the most effective current solution for companies needing dependable delivery of high value automation equipment.

“Air Crates allow essential components to move quickly and securely by air rather than relying on congested sea routes,” he says. “For PLCs, drives, robotics controllers, and other high priority automation hardware, the speed advantage can make the difference between a project staying on schedule or falling weeks behind.”

Air freight solutions are increasingly being used for critical shipments where reliability outweighs the higher transport cost. Because automation components are often compact and high value, they are well suited to air transport when timelines are tight.

Johnathan adds that companies should consider logistics flexibility as part of their supply chain planning.

“Shipping disruption is not likely to disappear overnight. Businesses that build air freight options such as Air Crates into their logistics strategy will be better positioned to keep projects moving when traditional shipping routes become unpredictable.”

Building Resilient Supply Chains

While the Suez Canal will remain a central artery of global trade, recent disruptions have highlighted the importance of supply chain resilience for industrial sectors.

Automation suppliers and integrators are increasingly exploring strategies such as dual sourcing, regional warehousing, and faster shipping options to reduce their exposure to maritime delays. Digital supply chain monitoring tools are also helping companies track shipments and respond more quickly when problems arise.

In the long term, the automation industry may shift toward more diversified logistics models that balance cost efficiency with delivery reliability. Ocean freight will continue to play a major role in global trade, but companies are likely to maintain alternative transport options for mission critical components.

For manufacturers that rely on automation systems to maintain productivity and competitiveness, ensuring that vital components arrive on time is essential. As shipping routes face ongoing geopolitical and logistical challenges, the ability to adapt logistics strategies may prove just as important as the technology itself.