neural processing unit

Winsage
July 21, 2026
NVIDIA announced the RTX Spark at Computex 2026, prompting competition among major silicon market players, including Intel, AMD, and Qualcomm. Samsung is entering the market with its custom silicon for AI-driven PCs, named GAIA, marking its first development of PC-centric silicon since 2012. GAIA will function as a companion Neural Processing Unit (NPU) rather than a traditional System-on-Chip (SoC). It is expected to use a 4nm process and may incorporate processing-in-memory (PIM) capabilities. Lenovo China and HP USA have received samples for testing. Competitors like Snapdragon X/X2, Intel Core Ultra, and AMD Ryzen AI are integrating NPUs with at least 40 TOPS. Samsung's GAIA has not been officially confirmed, and details regarding TOPS, power consumption, and pricing are unclear. The 40 TOPS benchmark by Microsoft for integrated NPUs raises questions about how GAIA would be evaluated alongside Intel or AMD CPUs.
Winsage
July 21, 2026
NVIDIA announced the RTX Spark at Computex 2026, prompting Samsung to develop custom silicon for AI-driven PCs, marking its return to the PC silicon market since the Exynos 5 Dual in 2012. The new silicon, named GAIA, is being created by Samsung's System LSI unit as a companion Neural Processing Unit (NPU) to enhance performance by offloading AI tasks. GAIA is expected to utilize a 4nm process and may explore processing-in-memory (PIM) capabilities with specialized DRAM. Samples of GAIA have been sent to Lenovo China and HP USA for evaluation. Many details about GAIA, including performance metrics and pricing, remain undisclosed. Microsoft has not commented on GAIA's implications for its Copilot+ program, which has a minimum threshold of 40 TOPS for integrated NPUs.
Winsage
July 18, 2026
Windows 11 includes a suite of audio and video recording applications: Sound Recorder, Camera, and Windows Studio Effects. The Sound Recorder app allows audio capture using PC microphones, featuring a navigation pane, recording area, and playback controls. Users can customize audio input in the Settings app under System > Sound, selecting microphones and adjusting quality formats like “CD quality” or “Studio quality.” Within the Sound Recorder app, users can change the recording format (default is AAC) to MP3, WMA, FLAC, or WAV and set audio quality to Best, High, or Medium. To record audio, users click the red “Start recording” button, with options to stop, pause, or mark significant moments using keyboard shortcuts. Recordings can be played back, managed, shared, renamed, or deleted through the app's interface. Users can also import compatible audio files into Sound Recorder. The Camera app allows users to take photos, record videos, and scan items using the PC's webcam, with an interface similar to smartphone camera apps. Users can customize camera settings in the Settings app under Bluetooth > Cameras, adjusting brightness, contrast, and resolution. Photos are taken in Photo mode, while videos are recorded in Video mode, with options for pausing without creating new files. Windows Studio Effects offers AI-driven enhancements for audio and video calls, requiring a Neural Processing Unit (NPU) for some features. Enhancements include automatic framing, background effects, creative filters, eye contact simulation, portrait lighting adjustments, and voice focus. Compatibility can be checked in Quick settings or the Settings app under Bluetooth & devices > Cameras. Each effect can be configured individually through the Settings app or supported applications.
Winsage
June 15, 2026
On Patch Tuesday in June 2026, Microsoft released a significant update for Windows 11, designated as KB5094126. Key enhancements include: - Low Latency Profile: Boosts CPU clock speeds temporarily for specific tasks, reducing lag during operations. - Simultaneous Webcam Access: Allows multiple applications to use the webcam simultaneously. - Shared Audio: Enables two users to connect headphones to one PC for shared audio enjoyment. - NPU Usage Monitoring: Task Manager displays Neural Processing Unit usage for individual processes, with new columns for NPU and NPU Engine. - Enhanced Windows Search: Users can locate files with just two characters instead of three. The update also introduces new Secure Boot certificates for improved security. After installation, Windows 11 build numbers will show either 26200.8655 (25H2) or 26100.8655 (24H2). Updates are rolled out gradually, so some users may experience delays in accessing features.
Winsage
June 15, 2026
Copilot PCs were introduced by Microsoft in 2024 to integrate advanced AI capabilities into personal computing. An experimental Windows App SDK is now available on GitHub, allowing users to run Language Model APIs on supported Nvidia GeForce RTX 30-series GPUs with a minimum of 6GB of VRAM. This capability requires a Windows Insider Experimental Channel and Developer Mode activation, enabling local AI inferencing on devices without dedicated NPU hardware. Microsoft's shift from promoting Copilot+ PCs may be influenced by fluctuating RAM prices and aims to make AI functionalities more accessible to a broader user base. In 2024, a research firm noted that consumer interest in AI PCs was driven by the need to upgrade to available models, a trend continuing into 2026 due to a shortage of memory and storage chips, resulting in rising computer prices and declining sales of PCs and components. Projections indicate that entry-level laptops may disappear by 2028. The lack of consumer interest in NPU-equipped PCs could impede the adoption of Copilot+ features, prompting Microsoft to expand AI functionalities to non-Copilot+ devices to enhance its user base and differentiate Windows 11 from competitors like macOS and Linux.
Winsage
June 14, 2026
Microsoft released update KB5094126 on June 9, 2026, for Windows 11 versions 24H2 and 25H2 to improve shell responsiveness. This update introduces the Low Latency Profile, which temporarily boosts CPU frequency for one to three seconds during interactions with system features like the Start menu and taskbar, resulting in system flyouts opening up to 70% faster and core applications launching up to 40% quicker. The update also includes features such as Shared Audio for simultaneous audio use by two users, enhanced Windows Task Manager with NPU usage columns, the ability for multiple applications to access the same camera stream, improved Windows Search for locating files with two characters, a refined installation process allowing custom user folder names, and optimizations to Windows Hello for authentication methods. The update also addresses over 200 security vulnerabilities.
Winsage
June 11, 2026
Microsoft is testing a new feature that allows developers to implement local language models on non-Copilot+ PCs running Windows 11. The Language Model APIs can now operate on any Windows 11 device with a compatible Nvidia GPU, specifically targeting GeForce RTX 30 series and newer models with at least 6 GB of video RAM. This initiative aims to democratize access to AI capabilities across a broader range of Windows 11 PCs, although not all PCs will gain access to exclusive Copilot+ AI functionalities.
Winsage
June 11, 2026
Microsoft has made its local Language Model APIs for Windows 11 accessible on non-Copilot+ PCs, requiring an NVIDIA RTX 30 series GPU with at least 6GB of VRAM. Copilot+ PCs, which debuted on June 18, 2024, require 16GB of RAM, an SSD, and a minimum of 40 TOPS NPU. The new APIs allow broader access to AI functionalities, including AI-powered text formatting, summarization, text rewriting, text-to-table conversion, and general prompt generation, through a compact language model called "Phi Silica." Users with compatible NVIDIA GPUs can utilize these features locally, enhancing privacy compared to cloud-based models. However, some features remain exclusive to devices with NPU chips.
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