Tech News
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AI Pioneer Yann LeCun Bets $1.03 Billion on "World Models" to Solve AI's Biggest Flaw
Silicon Valley, CA – A seismic shift is underway in the artificial intelligence landscape as Yann LeCun, the renowned "AI Godfather" and Turing Award winner, has launched a new venture, AMI Labs, backed by a staggering $1.03 billion in seed funding. This move signals a significant departure from the current obsession with Large Language Models (LLMs) and a bold bet on a fundamentally different approach to artificial intelligence: "world models."
LeCun, formerly Meta's Chief AI Scientist, left the company in late 2025 amidst growing concerns about the limitations of LLMs and a perceived misalignment with Meta’s AI strategy. He’s now joined forces with Alex LeBrun, previously the CEO of AI-powered healthcare startup Nabla, to build a new kind of AI that moves beyond simply mimicking intelligence to truly understanding the world.
The LLM Problem: "Even a Cat Can Reason Better"
The core issue, according to LeCun, is that current LLMs like ChatGPT are fundamentally flawed. While impressive at generating text and performing specific tasks, they lack genuine reasoning capabilities. LeCun famously quipped that "today's LLMs are even worse than a cat at reasoning." These models, he explains, operate by predicting the next word in a sequence based on massive datasets, essentially "imitating" intelligence rather than possessing it.
This reliance on statistical prediction leads to a critical problem: hallucinations. LLMs can confidently generate incorrect or nonsensical information, a significant barrier to their reliable use in critical applications.
Enter "World Models": AI That Understands Physics and CausalityAMI Labs’ solution is to build AI systems based on "world models." Drawing inspiration from the human brain, these models aim to create a comprehensive understanding of the physical world, including its rules, relationships, and causal connections. Instead of solely relying on text data, AMI Labs will train their AI using visual and sensor data, mirroring how infants learn about the world through observation.
Think of it this way: a child understands that if you drop a ball, it will fall due to gravity. An LLM, lacking this fundamental understanding, might generate a response suggesting the ball floats. AMI Labs aims to equip AI with this kind of intuitive, physics-based understanding.
A Stellar Team and a Who's Who of InvestorsThe ambition of AMI Labs has attracted significant attention and investment. The $1.03 billion seed round, the largest ever for a European startup, includes backing from prominent investors like Cathay Innovation, Greycroft, HV Capital, Jeff Bezos’s family office, and industry giants Nvidia, Samsung Electronics, Toyota Ventures, and Temasek. The investor roster also boasts tech luminaries like Eric Schmidt (former Google CEO) and Mark Cuban.
LeCun has assembled a world-class team to execute this vision. Alongside LeBrun, the company includes Saining Xie (formerly of Meta and Google DeepMind), Pascale Fung, and Michael Rabbat, all leading experts in AI research. Laurent Solly, former Meta Europe VP, joins as COO.
First Focus: Revolutionizing Healthcare AIAMI Labs is initially focusing its efforts on the healthcare sector. The company has already established a strategic partnership with Nabla, LeBrun’s previous venture, which provides AI-powered tools for physicians. Healthcare data is inherently noisy and continuous (think vital signs and medical imaging), making it a challenging environment for LLMs. AMI Labs believes that their world model approach can unlock significant advancements in medical diagnosis, treatment planning, and patient care, moving beyond simple data documentation to true "agentic AI" that actively assists medical professionals.
A Bold Vision for the Future of AIAMI Labs’ launch represents a significant challenge to the current LLM-dominated AI landscape. By focusing on building AI systems that genuinely understand the world, LeCun and his team are aiming to create a new generation of AI that is more reliable, trustworthy, and capable of solving real-world problems. The success of this ambitious venture could reshape the future of artificial intelligence and its impact on society.
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MSI MPG X870I Edge Ti Evo Wi-Fi Motherboard Review @ TechPowerUp
APH Networks reviews the Fractal Design North Momentum Edition as a refined take on the already popular North chassis, focusing on improved airflow and a more complete out-of-the-box experience. The case keeps the minimalist Scandinavian-inspired design, complete with its distinctive wood-accented front panel, while adding three pre-installed Momentum 12 fans to enhance cooling performance without sacrificing acoustics. Internally, the layout remains builder-friendly with ample space for ATX, micro-ATX, and Mini-ITX motherboards, support for large graphics cards, and flexible radiator mounting options. Cable management is straightforward thanks to generous routing space, reusable straps, and well-placed grommets, reinforcing the North’s reputation as both stylish and practical.
MSI finally joins the AMD X870 chipset Mini-ITX party, and with more M.2 ports and fan headers than the competition, it looks set to take the crown. As usual, there are compromises so you'll want to read on before reaching for your wallet.
Rather than reinventing the platform, the Momentum Edition focuses on refinement. Build quality remains excellent, panels are easy to remove, and airflow is strong enough to support modern high-performance components with minimal fuss. While it does not introduce radical new features such as native vertical GPU mounting, the inclusion of quality fans and the polished execution make it a more compelling package than the original for users starting a fresh build. APH Networks positions the North Momentum Edition as an ideal choice for builders who value clean aesthetics, strong airflow, and ease of assembly, offering a balanced mid-tower case that prioritizes thoughtful design over unnecessary complexity. -
Built to be seen: The SAMA V62 brings panoramic design to modern PC builds
Curved panoramic glass, seven pre-installed ARGB fans, and extensive cooling support make the V62 a true showcase caseRANCHO CUCAMONGA, Calif. – As PC hardware continues to grow more powerful, builders are no longer hiding their systems under desks. The new SAMA V62 is designed for users who want their build on display, combining curved panoramic glass, bold integrated lighting, and strong cooling support in a clean, builder-friendly chassis.
With seven pre-installed ARGB fans and support for large radiators, the V62 delivers both visual impact and thermal performance straight out of the box.
A Clear 270° Panoramic ViewThe V62 features a curved tempered glass panel that creates a sweeping panoramic view of the system’s interior. The smooth curve removes harsh edges and visual breaks, offering a clean, uninterrupted look that highlights modern components and lighting setups.
It’s a design typically found in higher-priced showcase cases, now made more accessible for everyday builders.
Powerful Airflow, Unified LightingSeven pre-installed ARGB fans deliver immediate airflow and lighting without the need for extra accessories. Each fan features an infinity-mirror effect, adding depth and visual motion while maintaining a clean, coordinated look throughout the system.
Along the base of the case, an integrated ARGB light strip adds a subtle glow that extends beyond the chassis, helping the system stand out on the desk without overpowering the build.
Ready for High-Performance CoolingBehind the glass, the V62 is built with cooling flexibility in mind. It supports up to 10 fans total and 360 mm radiators on both the top and bottom, making it suitable for today’s high-performance CPUs and GPUs, as well as more advanced cooling setups. The open internal layout is designed to maintain smooth, unobstructed airflow.
Flexible for Any BuildThe SAMA V62 supports ATX, Micro-ATX, and Mini-ITX motherboards, including back-connect designs, giving builders more freedom for cleaner cable routing and layout choices.
A generous 95 mm cable management space behind the motherboard tray makes it easier to keep builds tidy, while support for up to two HDDs and three SSDs provides practical storage without cluttering the interior.
Designed for Everyday UseTo keep systems running clean and efficient over time, the SAMA V62 includes top and bottom dust filters that help reduce dust buildup while maintaining airflow.
The front I/O panel offers quick access to essential connections, including USB 3.2 Type-C and dual USB 3.0 ports, making it easy to connect modern devices and peripherals.
A Showcase Case Made SimpleBy combining panoramic glass design, pre-installed ARGB cooling, wide hardware compatibility, and thoughtful internal layout, the SAMA V62 delivers a strong balance of style and practicality. It’s built for users who want a clean, eye-catching system without making the build process complicated.
"With the V62, our goal was to make a case that looks impressive but is still easy to build in, said Frank Wang, VP of SAMA. „The curved glass, built-in lighting, and cooling support work together to give builders a system they’ll be proud to show." -
V-COLOR Launches 1+1 DDR5 Memory and RGB Filler Kit for AMD Ryzen Gaming Builds
As more gamers move toward AMD Ryzen series platforms for modern DDR5 gaming builds, v-color Technology Inc. is introducing a smarter and more flexible upgrade option with its new 1+1 DDR5 Memory and RGB Filler NON-DRAM Solution. Designed for gamers who want a more accessible way into DDR5, each kit includes one active DDR5 memory module and one matching RGB Filler module. This gives users real DDR5 performance today while keeping the clean dual DIMM RGB look that many builders want in their systems.
Built for AMD Ryzen GamingThe concept is especially well suited for AMD Ryzen gaming systems, including the widely recognized Ryzen 7 7800X3D as well as the high end processors such as the Ryzen 7 9850X3D. With AMD X3D architecture, single module DDR5 configurations remain a practical option for gaming focused users. This allows builders to start with one module now, lower their upfront cost, and upgrade later with a second memory module when needed.
Strong Performance with a Modern PlatformAs reflected in recent gaming hardware coverage, single module DDR5 configurations paired with the AMD Ryzen 7 7800X3D have shown more than 30% stronger gaming performance in certain scenarios compared with older DDR4 dual channel based gaming builds. This advantage comes from both the DDR5 platform and the Ryzen 7 7800X3D’s 96MB L3 cache, which helps keep more game data on chip and reduce dependence on memory traffic, while also supporting a more modern long term platform path. For gamers deciding between investing in an older memory standard or stepping into DDR5, the 1+1 concept creates a more flexible way to begin the transition without giving up the premium system look they want.
Flexible Upgrade on DemandIn response to the current DRAM market conditions, v-color introduces a more flexible upgrade-on-demand approach, allowing users to refresh and optimize their systems while maintaining better budget control. Two Manta DDR5 1+1 kits are introduced, both featuring DDR5 6400 MT/s specifications. The Manta DDR5 XSky is available in a 16GB configuration, while the Manta DDR5 XFinity comes in a 24GB configuration. Each kit includes one DRAM memory module and one RGB Filler module, enabling users to achieve both real memory performance and a more complete RGB system aesthetic from the start. Users can begin with a 1+1 configuration (1 DRAM + 1 RGB Filler) and later expand to a 2+2 configuration (2 DRAM + 2 RGB Fillers) as needed, increasing memory capacity while maintaining a full four-DIMM RGB visual presentation on compatible motherboards.
“The goal of this 1+1 DDR5 solution is to give gamers a more flexible and accessible way to start their DDR5 build without sacrificing appearance or future upgrade potential,” said a v-color representative.
Protected under U.S. Patent No. US 10,285,273 B1, the v-color RGB Filler is built for visual symmetry and synchronized lighting and does not provide additional memory capacity.
AvailabilityThe v-color Manta DDR5 XSky and XFinity 1+1 kits will be available in 16GB and 24GB capacities, each bundled with a matching RGB Filler module through v-color official channels and selected global partners, including Newegg.
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Alphacool - Apex Stealth Metal Fans 140mm
Alphacool International GmbH from Braunschweig is a pioneer in PC water-cooling technology. With one of the most comprehensive product portfolios in the industry and over 20 years of experience, Alphacool continues to expand its portfolio.
With the new Apex Stealth Metal fans in the 140 mm version, Alphacool expands the Stealth series with another powerful option. The fans combine uncompromising performance with high quality and are available both with impressive aRGB lighting and as a subtle non-aRGB variant.
The metal frame ensures maximum stability and highlights the characteristic Apex design, while the patent-pending decoupling technology effectively isolates vibrations. Thanks to their high static pressure, the Apex Stealth fans are ideal for use on radiators while also performing excellently as powerful case fans. The durable HDB bearing guarantees a long service life and consistently high performance.
Practical features such as PWM control, daisy-chain connectors and clean cable management simplify installation and integration into existing systems. The Apex Stealth 140mm fans are offered in the color options Chrome, White and Matte Black, ensuring the right choice for any system design.
The Apex Stealth Metal fans in the 140mm version are now available in the Alphacool shop.
Features- High-performance fan
- Patent-pending decoupling technology
- High-quality metal frame
- PWM control + Zero RPM function
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ARCTIC Unveils Liquid Freezer WS360 for High-End Workstations
ARCTIC has announced the launch of the Liquid Freezer WS360 , an all-in-one (AIO) CPU water cooler specifically engineered for high-performance workstation processors. This series is designed to handle the demanding workloads of professional environments, supporting AMD EPYC, Ryzen Threadripper PRO, and Intel Xeon platforms.
Key Technical Features- Reliable Cooling for Continuous Operation: Built for 24/7 use, the Liquid Freezer WS360 combines pre-mounted ARCTIC P12 Pro PST CO fans with a high-density 38 mm radiator for efficient heat dissipation.
- Optimized Application: Two grams of included MX-7 thermal paste ensure clean and effective application.
- Stable Performance: The robust, maintenance-free design provides stable cooling even under the most demanding workloads.
- Enhanced Coverage: Its enlarged copper cold plate ensures full CPU coverage and efficient heat transfer, making it ideal for demanding workloads.
Platform-Specific Models
The WS360 is available in three dedicated versions, each tailored to a specific CPU socket to guarantee secure mounting and reliable thermal performance:
Availability & "ARCTIC Payback" OfferThe Liquid Freezer WS360-series is now available in the ARCTIC webshop, as well as on Amazon, eBay, and from selected partners. Through the "ARCTIC Payback" campaign, a 25% discount is automatically applied at checkout.
WS360-4710: € 131.24 (MSRP: € 174.99)
WS360-SP5: € 134.99 (MSRP: € 179.99)
WS360-SP6: € 127.49 (MSRP: € 169.99)
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Alphacool ES RTX 6000 Pro GPU Cooler
Alphacool International GmbH from Braunschweig is a pioneer in PC water cooling technology. With one of the most comprehensive product portfolios in the industry and more than 20 years of experience, Alphacool is expanding its lineup with the new ES RTX 6000 Pro Workstation / RTX 5090 Founders Edition and ES RTX 6000 Pro Server Edition – 1-Slot Design GPU coolers.
Alphacool ES RTX 6000 Pro Workstation / RTX 5090 Founders EditionThe Alphacool ES GPU water cooler for the RTX Pro 6000 Blackwell Workstation Edition is designed for performance-optimized server and workstation systems. Its compact 1.5-slot design and rear-mounted ports allow easy integration even in systems with limited space.
The top cover is made of lightweight and durable carbon, reducing weight while providing a clean and premium appearance. The cooling block features an optimized cooling channel structure and is made entirely of chrome-plated copper. This particularly robust surface reliably protects against corrosion, scratches, and mechanical stress during continuous 24/7 operation.
For additional cooling performance, the cooler features an active backplate made of chrome-plated copper with a carbon back cover. The main block and backplate are connected via an internal double-nipple system, placing the inlet and outlet on the rear side of the cooler to save space.
Compatibility:
Nvidia RTX Pro 6000 Blackwell Workstation-Edition
Nvidia RTX 5090 Founders EditionAlphacool ES RTX 6000 Pro Server Edition – 1-Slot Design
With the Alphacool ES 1-slot GPU water cooler for the RTX Pro 6000 Blackwell Server Edition, Alphacool offers a solution specifically designed for rack servers. The compact 1-slot design enables very high system density and is ideal for professional data center environments.
The cooler’s top cover is made from lightweight carbon, significantly reducing overall weight while providing a clean and functional appearance. The cooling block itself is made entirely from chrome-plated copper and offers high resistance to corrosion, scratches, and mechanical stress during continuous operation.
The inlet and outlet ports are positioned on the rear side of the cooler to save space. An optimized internal cooling structure efficiently dissipates heat from GPU, VRAM, and voltage regulators, while the massive copper base ensures excellent heat absorption and transfer.
Compatibility:
Nvidia RTX Pro 6000 Blackwell Server-Edition
Nvidia RTX Pro 6000 Blackwell Max-Q Workstation-EditionThe new ES RTX 6000 Pro coolers are now available for pre-order in the Alphacool shop.
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Funky Kit Review - TRYX STAGE ARGB 360 AIO CPU Cooler
Funky Kit evaluates the TRYX Stage ARGB 360 AIO liquid CPU cooler as a visually striking cooling solution that combines strong performance with showcase-level aesthetics. The cooler features a 360 mm radiator paired with three ROTA SL ARGB 120 mm fans and an Asetek-based pump with a copper cold plate, delivering enough cooling capacity to handle processors with a thermal design power of up to about 280 W. In testing, the cooler maintains solid thermal performance while keeping noise levels relatively low, with the pump and fans designed to remain quiet under typical workloads. The included mounting hardware supports a wide range of Intel and AMD sockets, making installation compatible with modern platforms while maintaining a premium build quality.
" ... The TRYX STAGE ARGB 360 AIO CPU Cooler not only offers great aesthetics with its unique dual screen LCD unit, but also provides good cooling performance. It delivers real-time system monitoring and personalized visuals via the dual-screens with three display modes. If you really want to stand out from the crowd, then this is the AIO cooler you’re after."
Beyond cooling performance, the Stage ARGB stands out with its visual design and overall presentation. The ARGB lighting and clean fan setup contribute to an eye-catching look that fits well in modern showcase builds. Flexible tubing and a well-constructed radiator make installation manageable, and the cooler offers dependable operation for gaming systems and high-performance desktops. While it may not necessarily be the quietest or most budget-friendly AIO in its class, it delivers a compelling blend of cooling capability, distinctive styling, and reliable operation. Overall, Funky Kit views the TRYX Stage ARGB 360 as a strong option for enthusiasts looking to combine effective CPU cooling with a visually impressive centerpiece for their system. -
Asustor Drivestor 2 Gen2 AS1202T @ TechPowerUp
TechPowerUp positions the ASUSTOR Drivestor 2 Gen2 (AS1202T) as a straightforward entry-level NAS designed for home users who want reliable network storage without the complexity or cost of higher-end models. Powered by a Realtek RTD1619B quad-core processor running at 1.7 GHz with 1 GB of DDR4 memory, the system focuses on practical features such as 2.5 GbE networking, two drive bays supporting RAID 0 or RAID 1, and a compact, quiet chassis suitable for living rooms or home offices. Despite its budget orientation, the device is capable of respectable transfer speeds and can handle everyday storage tasks, backups, and media streaming smoothly. The updated hardware also improves multimedia capability, enabling hardware-assisted decoding for 4K video playback, making it suitable as a simple home media hub.
The Asustor AS1202T is a budget friendly NAS that delivers surprisingly good storage performance while being quiet and power efficient. It does have some interesting quirks though and it might also be a sign of things to come considering component pricing trends.
In everyday use, the Drivestor 2 Gen2 performs well as a personal cloud or backup server, offering a user-friendly interface through ASUSTOR’s ADM operating system and access to various apps for media management, synchronization, and network services. The system remains quiet and power efficient, making it suitable for always-on operation in home environments. However, the hardware limitations of 1 GB non-upgradable RAM and the entry-level ARM processor mean it is not intended for heavy multitasking or advanced virtualization workloads. Instead, it excels as a simple and affordable NAS for file storage, backups, and light media streaming. Overall, TechPowerUp considers it a practical and capable choice for beginners or households seeking an inexpensive network storage solution that still benefits from modern features like 2.5 GbE connectivity. -
ADATA Industrial to Participate in Embedded World 2026 Leading the New Era of AI-Driven Innovation
ADATA Industrial - the world's leading brand for industrial-grade embedded storage, announced that will participate in Embedded World 2026, held from March 10 to 12 in Nuremberg, Germany. ADATA Industrial, together with ADATA Group's enterprise storage brand TRUSTA and ATrack - an ADATA affiliate, the world's leading brand of telematics products and services - will exhibit under the theme "Empowering the AI Future," demonstrating advanced AI applications, including enterprise-grade storage solutions and real-world deployment achievements, centered on software-hardware integration to build a complete AI ecosystem, echoing the brand's infinity "∞" spirit and marking a bold new chapter in AI-driven innovation.
Software-Hardware Integration: Accelerating Edge AI Deployment
Deploying AI at the edge demands more than high-performance hardware — it requires seamless software-hardware integration to transform raw data into intelligent decisions. ADATA Industrial addresses this with a full-stack approach spanning industrial-grade storage to intelligent management platforms, covering four core AI application verticals: "Edge Automation" for real-time control, "Smart Living" for retail and medical applications, "Connection" for low-latency networking, and "Motion" for rugged transportation environments.
Featuring products include PCIe Gen5 U.2 SSDs with eTLC and BiCS8 3D NAND flash, industrial DDR5 6400 modules, and LPDDR5 CAMM2 at 8533 MT/s for HPC workloads. Proprietary platforms [A+ IntelliManager] and [A+ Analyzer] leverage machine learning for real-time SSD health monitoring, anomaly prediction, and preventive maintenance.
TRUSTA AI Scaler Toolkit: Defining a Low-Power, Cost-Effective Inference Architecture
ADATA’s enterprise brand, TRUSTA, is responding to the trend of Embedded Intelligence by showcasing the innovative AI Scaler Toolkit. This solution significantly optimizes on-premise LLM inference efficiency through the synergistic coordination of GPU, DRAM, and SSD resources. By reducing dependence on cloud connectivity and high-end GPUs, it empowers industrial and educational sectors to accelerate the deployment of Edge AI with lower power consumption and improved cost-effectiveness.
In terms of hardware, the T7P5 PCIe 5.0 SSD delivers an exceptional power efficiency of 447 MB/s per watt—approximately 1.6 times higher than comparable products—and features a 3 DWPD durability rating. Simultaneously, TRUSTA offers a comprehensive product portfolio ranging from PCIe 4.0 to SATA 3, covering U.2, E1.S, and E3.S interface specifications. This flexibility meets the various dimensions and power constraints of diverse embedded systems. Paired with DDR5 RDIMMs offering up to 128GB per module, TRUSTA establishes a stable data foundation for applications like image analysis and machine vision, driving the full implementation of intelligent computing from the cloud to the edge.
AI in Motion: ATrack Redefining Edge Intelligence
ATrack unveils the VBox-AI Series, a powerful edge AI system suite tailored for next-generation In-Vehicle and Construction applications. Beyond traditional IPCs, the series features rich CAN bus and I/O integration for seamless IoT connectivity.
* VBox-AI 700 Series: High-performance visual AI powered by NVIDIA Jetson Orin Nano/NX in a rugged fanless design.
* VBox-AI 500 Series: Features a low-TDP Intel Atom processor with a shockproof and dustproof housing, optimal for harsh automotive systems.
* VBox-AI 300 Series: Leverages NXP i.MX8M Plus to deliver 2.3 TOPS of computing power, bridging smart home, industrial, and mobile edge applications.
*Visit ADATA at Hall 3, Booth 449 at the Nuremberg Exhibition Center to explore the latest breakthroughs in AI storage innovation.
ADATA INDUSTRIAL at Embedded World 2026
Date: March 10-12, 2026
ooth Number: 3-449
