As the AI computing race accelerates and semiconductor manufacturing capacity is increasingly redirected toward advanced memory, the memory industry is shifting from price-driven competition to a battle over resource allocation and supply security. The rapid expansion of high-bandwidth memory (HBM) production continues to consume advanced fabrication capacity, constraining the supply of conventional memory products and creating persistent shortages across the market. This concentration of high-end production has widened the supply-demand gap, driving the average selling prices of certain premium memory products to levels eight to ten times higher than previous norms

Rugged edge computing brand – Cincoze will showcase its latest embedded computing solutions at COMPUTEX Taipei 2026, from June 2–5 (Hall 2, Booth Q0401a). Cincoze will display its full range of edge computing solutions around the theme of "Smarter, Faster, More Reliable - Powered by Edge AI" encompassing the full spectrum of edge application environments in four dedicated zones, including DIN-Rail computers, industrial panel PCs and monitors, rugged embedded computers, and GPU embedded computers

Technology news, product launches and show highlights from the event attendees available for download (PDF).

Rugged edge computing brand – Cincoze will participate in Automate 2026 in Chicago, USA, from June 22–25 (Booth #861). Under the theme of "Empowering Smart Automation with Edge AI," Cincoze will present its complete range of Edge AI computing and automation solutions across four dedicated zones, including DIN-Rail Computers, Industrial Panel PCs and Monitors, Rugged Embedded Computers, and GPU Embedded Computers.DIN-Rail Computers Zone: The Optimal Computing Platform for Smart Manufacturing and Machine VisionThe Machine Computing — MAGNET product line is engineered for machine vision and smart manufacturing. The flagship MD-3000 Series, winner of the 2026 iF Design Award, will be on display, showing its powerful computing performance, flexible expandability, compact form factor, and DIN-rail installation. In addition to wide temperature and wide voltage support and EN 61000-6-2/6-4 industrial environment EMC compliance, the MD-3000 Series is powered by Intel Core desktop-class CPUs and supports up to 96 GB of DDR5 memory and dual NVMe SSDs, effortlessly handling the high-speed image processing and large-scale data storage demands of machine vision. The modular scalable architecture supports 2-, 4-, or 6-slot expansion decks with a variety of I/O interfaces, PoE modules, M.2 slots, and storage options to meet diverse integration needs. At just 150 mm in height, the compact chassis mounts on DIN rails for flexible deployment in production-line control cabinets, overcoming the challenges of space-constrained installations.Industrial Panel PCs and Monitors Zone: Complete HMI Solutions for Modern Factory ApplicationsThe Display Computing — CRYSTAL product line offers nearly 250 configurations of industrial panel PCs and monitors, covering a wide range of computing performance levels, screen sizes, display ratios, and touch technologies for harsh indoor industrial environments, high-brightness outdoor settings, and open-frame equipment integration. The entire series supports a wide temperature range and a wide voltage input, and is waterproof and dustproof, making it the go-to choice for HMI solutions in demanding industrial environments. The newly launched CV-200 Series features a ≤ 3 mm ultra-slim bezel design that combines performance with aesthetics. Its 178° wide viewing angle, Full HD resolution, and anti-glare coating ensure crisp, clear visuals even in bright indoor lighting. IP66-rated front panel protection, paired with wet touch tracking technology and EN 61000-6-2/6-4 industrial environment EMC compliance, enables long-term, reliable operation in harsh environments, making it an outstanding intelligent management solution for automated factories.Rugged Embedded Computers Zone: Built for Complex and Demanding Industrial EnvironmentsThe Rugged Computing — DIAMOND product line features six product series, all carrying UL safety certification to meet stringent international safety requirements. They support a wide temperature range and a wide voltage input, with industrial-grade protection for high levels of ruggedness and reliability, ensuring worry-free deployment. Customers can select the right model based on desired performance, form factor, power consumption, and industry-specific certification requirements. The newest model, launched in 2026 and the highlight of the show, is the DX-1300 Series, a high-performance compact embedded computer. It supports the latest Intel Arrow Lake-S Core Ultra 200S processor and up to 6400 MHz DDR5 ECC memory, providing ample computing power for Edge AI applications and high-end image processing. Extensive I/O options and diverse expansion capabilities cover all application needs. The compact chassis, combined with a high-end processor and versatile expandability, makes it particularly well-suited for applications that demand high performance in space-constrained installations.GPU Embedded Computers Zone: Full Coverage for Every Edge AI Workload, from Light to HeavyThe GPU Computing — GOLD product line features three series designed to meet different tiers of AI application needs. The GJ Series is purpose-built for entry-level, Light AI applications, featuring NVIDIA Jetson SoM GPUs that deliver efficient AI acceleration with minimal power consumption. For mid-range AI workloads, the GM Series, which supports MXM GPU modules, is the recommended choice. On display is the award-winning GM-1100 Series, recipient of the 2025 Red Dot Design Award and the 2026 Taiwan Excellence Award, delivering outstanding computing performance in a compact chassis, combined with industrial-grade ruggedness and environmental resilience for autonomous mobility equipment, automotive, and image recognition applications. The GP Series excels at Heavy AI workloads, supporting Intel Core CPUs and up to two 300W full-length GPU cards. Three patented designs for expansion, thermal management, and vibration-resistant locking address key user pain points and help customers tackle the most complex and demanding Edge AI applications.

SK hynix Inc. (or "the company", www.skhynix.com) announced today that it has shipped samples of HBM4E, a next-generation DRAM for AI, to major customers."The company was able to deliver samples of the 12-stack HBM4E on schedule thanks to its advanced HBM development and production expertise for HBM," said SK hynix, adding that "We will work closely with partners for mass production in a timely manner." The 12-layer HBM4E shows improvements in both performance and power efficiency. The product features a maximum data processing speed of 16Gbps per pin and power efficiency that is up more than 20 percent from previous models. These enhancements improve data processing capabilities for AI training and inference.The HBM4E reduces data transfer latency through its latest interface and design optimization while maintaining stable operation in high-bandwidth environments. This enables customers to increase efficiency in processing data for AI datacenters and large-scale computing systems. SK hynix utilizes Advanced MR-MUF technology for HBM4E products to achieve a 48GB capacity in a 12-layer stack while ensuring structural stability. In particular, the company has also improved heat resistance by 17 percent, compared to the preceding HBM4, enabling stable operation of memory chips in high-performance computing environments.SK hynix has successfully supplied optimized memory solutions to customers based on its expertise in the mass production and supply of HBM3, HBM3E, and HBM4. Leveraging its market-proven product reliability and supply capabilities, the company will support the development of next-generation infrastructure while helping address AI system bottlenecks. "SK hynix has laid the foundation to strengthen its AI leadership with HBM4E based on its market-leading technological capabilities and manufacturing expertise," said Ahn Hyun, President and Chief Development Officer, adding, "Through close collaboration with our partners, we will deliver the value needed in the market while reinforcing our technology leadership as a full-stack AI memory creator."Credit: SK hynix

Advanced Chip and Circuit Materials today announces the commercial availability of Celeritas HM50 and Celeritas HM001, which eliminate the root causes of warpage, package bow, solder fatigue, and high-frequency signal loss in large-format AI accelerators and advanced chip packaging architectures. Celeritas HM50 is a negative CTE (-8 PPM/°C) material and Celeritas HM001 is a near-zero CTE material. Used together in a single stackup, they bring board CTE below 10 ppm/°C while simultaneously delivering Tier 9 electrical performance.Every hyperscaler building AI infrastructure is confronting the same pair of converging constraints. As AI accelerators scale beyond reticle limits, thermomechanical mismatch between silicon (2–4 ppm/°C) and standard PCB materials (~18 ppm/°C) produces catastrophic reflow warpage, package bow, and solder joint fatigue. Simultaneously, the explosive growth in data rates, driven by HBM, UCIe, and chip-to-chip interconnect operating at 100+ Gbps, is pushing signal integrity requirements beyond what standard PCB dielectrics can support. The industry has been searching for two separate solutions to two separate problems. ACCM has built one material family that addresses both.The industry's leading proposed fix of solid glass substrates remains positive in CTE and does not address the electrical side at all. ACCM today announced Celeritas HM50 and Celeritas HM001, which together solve both problems simultaneously. Programs can start today.Celeritas HM50 FEA – Standard PCB at 18 ppm/°C (left) vs. PCB with HM50 at 10 ppm/°C (right). FR4 PCB baseline fails JEDEC qualification, while the PCB with HM50 shows >100× improvement. Warpage and Package Bow are reduced by 64%, and 81%, respectively. Combined HM50+HM001 stackups achieve even lower effective CTE.Keshav Amla, COO of Advanced Chip & Circuit Materials, said,"Rather than incrementally tuning stackups, we are applying a breakthrough materials innovation to remove a fundamental limitation that has constrained system scaling. HM50, with its negative CTE of -8 PPM/°C, drives the effective CTE of the board down. Even with heavy copper designs, you could tune a board down to 12, 10, 8 PPM/°C or lower. And where next-generation data rates demand extreme loss performance, HM001 replaces those layers with a Tier 9 loss material that has a near-zero CTE. Together, they give designers headroom they simply have not had before."The HM Class of materials matches each layer type in an AI accelerator stackup with a material purpose-built for it: HM50 for the power planes, HM001 for the signal layers. As AI accelerators grow in scale, the industry has long struggled with two separate problems — boards warping under thermal stress, and signal loss at extreme data rates. ACCM's Celeritas material family tackles both within a single solution. Celeritas HM50 counteracts the thermal expansion mismatch that causes warpage and solder joint failures, enabling designs that previously failed industry qualification to now meet it with significant margin. Celeritas HM001 addresses the signal integrity side, supporting the data rate demands of next-generation AI interconnects while also contributing to thermal stability. Together, the two materials give chip and board designers headroom that standard PCB materials have not been able to provide. For more details, please visit here.Credit: Advanced Chip and Circuit Materials