AI hardware

Winsage
May 18, 2026
Several hundred million Windows 11 users are experiencing frustrations due to the absence of Microsoft features like Recall and Cocreator, which are only available on Copilot+ PCs. Microsoft has divided Windows 11 into two tiers, with the latest AI functionalities requiring specific hardware known as Copilot+ PC. To qualify, a device must have: - An NPU capable of at least 40 TOPS - A minimum of 16 GB of RAM (DDR5 or LPDDR5) - At least 256 GB of SSD storage - Windows 11 version 24H2 or newer - A processor from specific families: Qualcomm Snapdragon X series, Intel Core Ultra 200V (Lunar Lake), or AMD Ryzen AI 300 series Many PCs lack these features due to missing NPUs, insufficient TOPS ratings, unsupported processor generations, outdated Windows versions, rollout delays, or regional limits. Features locked behind Copilot+ include Recall, Click to Do, Cocreator in Paint, Windows Studio Effects, Live Captions with Translation, Improved Windows Search, and Auto Super Resolution. To check for Copilot+ compatibility, users can verify the presence of an NPU in Task Manager, ensure they have Windows 11 version 24H2 or newer, and confirm their processor against the approved list. While some workarounds exist to enable features on unsupported PCs, they are often unstable and not recommended for primary use. Most users may not need to upgrade their laptops unless they require on-device AI features or their current device is significantly outdated. The AI feature gap is not currently critical for most users, as many features are optional or not essential.
Winsage
May 14, 2026
The Windows Hardware Engineering Conference (WinHEC) 2026 took place in Taipei, marking Microsoft's return to the event after a hiatus since 2018. The conference focused on the Driver Quality Initiative (DQI), aimed at improving driver quality, reliability, and security on the Windows platform. The DQI is built on four pillars: Architecture, Trust, Lifecycle, and Quality Measures. Key themes discussed included the importance of collaboration among stakeholders, enhancing Windows 11 quality, and fostering innovation through strong foundational practices. Attendees participated in workshops and hands-on labs to deepen their understanding of driver development and compatibility testing. Partners expressed a shared commitment to improving driver and platform quality, emphasizing the need for transparency and ongoing engagement. Microsoft plans to continue investing in reliability, security, performance, compatibility, and quality in collaboration with its partners.
AppWizard
April 25, 2026
McAfee researchers discovered a complex Android rootkit campaign, dubbed Operation NoVoice, that infiltrated 50 applications on Google Play, exploiting vulnerabilities in the kernel that had been patched but not uninstalled. The malware was resilient enough to survive factory resets and was concealed within seemingly benign apps, which collectively garnered 2.3 million downloads. The malicious payload was hidden in the com.facebook.utils package and used steganography to embed an encrypted payload within a PNG image. The malware conducted multiple checks to avoid detection and established contact with a command-and-control server, polling for exploit packages every 60 seconds. It utilized 22 distinct exploits, including vulnerabilities that had received patches between 2016 and 2021. The malware disabled SELinux enforcement and installed a persistent rootkit that could survive factory resets. Google confirmed the removal of the infected apps but noted that users who had already downloaded them remained at risk, especially if their devices were running unpatched Android versions. McAfee advised affected users to treat their devices as compromised and consider professional inspection or hardware-level storage wiping for remediation.
Winsage
January 12, 2026
Microsoft's Windows 11, launched in 2021, has been criticized for significant performance issues, making it potentially the least performant version of Windows in over two decades. Independent benchmarks reveal that Windows 11 is slower than its predecessors in areas such as boot times, application launches, and overall system responsiveness. Users with high-end hardware, including 13th-generation Intel Core processors, have reported noticeable slowdowns compared to Windows 10. Performance assessments indicate that Windows 11 struggles in various categories, including file operations, multitasking, and gaming, with longer boot speeds reminiscent of older systems. Gamers have experienced stuttering and frame rate drops, and Microsoft has acknowledged these issues in updates since 2022. The operating system is criticized for being a "resource hog," with preloaded features consuming resources even when idle. Users have reported lagging File Explorer and freezing processes, leading some to consider alternative operating systems. IT departments have noted increased support tickets related to performance issues, prompting some to delay upgrades from Windows 10. Microsoft has offered optimization advice, but critics argue these are temporary fixes for deeper architectural problems. The performance issues have implications for software developers and hardware manufacturers, increasing development costs and complicating hardware optimizations. Analysts warn that without prompt action, Microsoft's market dominance could be at risk, as users advocate for a leaner, faster Windows.
Winsage
November 27, 2025
Dell's Q3 earnings call revealed a delay in the transition from Windows 10 to Windows 11, with COO Jeffrey Clarke stating that the upgrade is progressing slower than the previous shift to Windows 10. The adoption rate for Windows 11 is lagging behind Windows 10 by approximately 10 to 12 percentage points. Currently, around 1.5 billion PCs are installed, with about 500 million capable of running Windows 11 but not yet upgraded, and another 500 million requiring new hardware for the transition. Dell's server and networking segment reported .1 billion in revenue, a 37% year-over-year increase. Rising component prices may further complicate the transition to Windows 11.
Winsage
November 26, 2025
Dell's outlook for the upcoming year indicates steady PC sales, with COO Jeffrey Clarke noting challenges in completing the Windows 11 transition, lagging behind previous transitions by 10 to 12 percentage points, affecting around 500 million PCs. Despite this, Clarke expressed optimism for the PC market, predicting "roughly flat" sales after mid-to-high single-digit growth in the past year. Dell secured orders totaling .3 billion for AI servers and shipped products valued at .6 billion in the quarter ending October 31st, with server and networking revenue increasing by 37 percent year-over-year. There is growing interest in traditional servers, driven by the need for efficient configurations, but rising costs for RAM and NAND present challenges. Dell reported .6 billion in revenue for the latest quarter, an 11 percent year-over-year increase, and anticipates revenues of .5 billion in Q4 and .7 billion for FY 2026, with significant growth expected from server sales as many customers still use older server models.
Winsage
October 10, 2025
Microsoft is promoting the potential of neural processing units (NPUs) to enhance Windows intelligence, although NPUs are not yet part of official hardware requirements. NPUs are designed to accelerate local inference with lower power consumption and are found in devices from smartphones to Copilot+ PCs. Microsoft claims that NPUs can make sophisticated AI experiences more affordable, stating that tasks that once required expensive computing can now be performed on less costly devices. However, the current utility of local AI processing for users is limited, with few OS features requiring local processing and minimal impact on productivity. Microsoft has integrated AI capabilities into applications like Notepad and Photos, but these changes are not driven by user demand. Despite the lukewarm reception, Microsoft advocates for NPUs, highlighting their ability to run multiple AI applications concurrently. Concerns exist regarding future hardware requirements, as the company may eventually include NPUs in its specifications, echoing past experiences with Windows 10. As of early September, AI-enabled notebooks with NPUs made up 40.5 percent of the European distribution channel, a figure expected to rise.
AppWizard
September 9, 2025
AMD has introduced FSR 4, which can be enabled in nearly any game that supports FSR 3.1, offering improved image quality for users of AMD Radeon RX 9000 series GPUs. Gamers can toggle FSR 4 on and off through the AMD Adrenalin 25.9.1 driver update without needing a driver whitelist or official game support. FSR 4 is currently compatible with 85 games, while Nvidia's DLSS 4 technology supports over 175 titles. However, FSR 4 will not work with FSR 3.1 titles using the Vulkan API or those that use non-standard integration methods. FSR 4 utilizes machine learning-based upscaling, leveraging AI cores in RDNA 4 GPUs. Despite advancements, AMD has not yet introduced a competitive machine learning-based frame generation system like Nvidia's DLSS, and current FSR frame generation results have been mixed.
AppWizard
September 8, 2025
In 2025, wearable technology, including smartwatches, bands, and rings, has become integral for fitness and health monitoring, with companies like Apple, Samsung, and Strava incorporating AI coaching features. At IFA 2025 in Berlin, the Samsung Galaxy Watch 8's Running Coach software was tested, revealing limitations in personalization and fixed training goals that may not align with individual user objectives. The author also explored the Hypershell X Ultra exoskeleton, an AI-powered device designed to assist leg movement during physical activities, which adapts to individual stride patterns using data from over 12 sensors. While the exoskeleton enhances mobility for walking and hiking, it may restrict running performance due to its design. The Hypershell X Ultra includes a fitness mode that allows users to increase resistance, potentially benefiting advanced runners. The contrast between AI software limitations and the dynamic capabilities of AI hardware is noted, with the latter offering promising training enhancements.
Search