on-device AI

Winsage
December 3, 2025
On the International Day of Persons with Disabilities, the Windows Accessibility team emphasizes their commitment to inclusivity and accessibility, guided by the principle of “nothing about us without us.” They collaborate with advisory boards from the disability community to enhance product features. Fluid Dictation on Windows allows users to dictate text seamlessly, correcting grammar and punctuation in real time, and operates offline on Copilot+ PCs. Voice Access has been improved to accommodate diverse communication styles, with features like adjustable wait time, a custom word dictionary, flexible command recognition, enhanced speech pattern recognition, and support for Chinese and Japanese. Narrator and Magnifier now feature human-like voices developed with Azure AI, enhancing the user experience with natural conversation nuances. Recent updates to Narrator in Microsoft Word improve navigation and text drafting, with clearer announcements and concise feedback on spelling and grammar. Additional enhancements include a Screen Curtain for privacy, richer image descriptions, and tools for speech recap and live transcription. Users are encouraged to provide feedback to guide further development, and technical assistance is available through the Disability Answer Desk.
AppWizard
November 26, 2025
Google is considering a new initiative called Aluminium, which aims to adapt Android's features for laptops and desktops, focusing on ARM architecture and improving multitasking, keyboard-and-mouse input, and file management. Android has over 3 billion active devices globally, while ChromeOS has a low market share in the PC sector. Android has evolved with updates like Android 12L, enhancing usability on large screens, and real-world implementations like Samsung DeX show its potential as a desktop OS. However, challenges remain regarding app usability on larger displays, and improvements in performance, security, and enterprise readiness are needed. Google plans to develop a refined Desktop Mode, implement UX guidelines, establish a native Linux workspace, enhance file access, integrate audio features, and collaborate with OEMs for compatible hardware.
Winsage
November 25, 2025
The end of Windows 10 support in October has prompted UK small businesses to reconsider their technology and security measures. Brian Horsburgh from Dell highlights the urgency for firms to upgrade to Windows 11 and integrate AI into their operations. Statistics show that 43% of businesses experienced a cyber breach last year, with 46% of IT decision-makers citing high-profile incidents as reasons to refresh their PC fleets. Despite budget concerns, Dell is addressing hesitations by showcasing the benefits of AI technology, such as improved productivity and security. AI PCs with Neural Processing Units (NPUs) enhance data security and streamline operations, allowing for tasks like automatic meeting note summarization. Dell offers flexible financing options to ease the financial burden of upgrading. The company promotes a phased approach to digital transformation, encouraging businesses to automate repetitive tasks and partner with technology providers for expert guidance. By leveraging AI, small businesses can improve customer experiences and make data-driven decisions, positioning themselves competitively in the market.
Winsage
November 18, 2025
Microsoft Windows is evolving to incorporate AI agents that act autonomously, resembling digital coworkers. This shift is facilitated by the Model Context Protocol (MCP), which standardizes agent interactions with tools and data sources, ensuring secure access to system resources. Windows introduces an on-device registry of "agent connectors" for functionalities like file access and system settings, managed through an OS-level proxy that oversees identity, permissions, consent, and audit logging. The initial connectors focus on File Explorer and System Settings, defining clear capabilities and restrictions for agents. A transparent consent model allows users to manage permissions easily, promoting a user-friendly experience. The introduction of an Agent Workspace provides a dedicated environment for agents, ensuring they operate independently and with least-privileged access. Security measures include signed connectors and a standardized proxy for authentication and auditing, enabling visibility into agent actions. Windows is also expanding on-device AI processing with APIs for various functionalities, allowing agents to leverage local models securely. While Windows is not becoming an agent-first operating system, it is establishing a framework for human and agent interactions, positioning itself as a safe environment for AI operations. The foundational elements for this evolution include standard interfaces, clear permissions, isolated environments, and system-level observability.
AppWizard
October 30, 2025
Google has introduced AI-powered tools for developers to aid in app creation and expansion, aiming to lower development costs and improve visibility on the Play Store. Key updates include the integration of Gemini for high-quality translations of app text and Gemini-powered chart summaries on the Statistics page for better metric analysis. In Android Studio, "Agentic capabilities" allow AI to perform complex tasks like upgrading project APIs, and developers can integrate their own large language models. Google also launched the on-device Gemini Nano model through a new Prompt API for local AI functionalities. This initiative enhances competitiveness in the app development landscape, particularly against Apple, by offering free translations and accessible statistics for smaller developers while providing advanced tools for larger teams. The suite of tools encourages developer engagement and aims to foster a thriving community for Android innovation.
Winsage
October 27, 2025
Investment in technology to support artificial intelligence is increasing, with many existing PCs, especially non-Windows ones, lacking the necessary capabilities for on-device AI. IT departments are prioritizing investments in AI-capable PCs as businesses seek to enhance productivity. Apple's Mac is recognized as a strong platform for AI technologies, and analysts are acknowledging the importance of AI-capable PCs for system upgrades. David Naranjo from Counterpoint states that the PC market's rebound in 2025 will focus on future-proofing with AI-capable devices, indicating a shift towards intelligence at the edge rather than just performance improvements. Organizations are strategically positioning themselves for future advancements in computing technology.
AppWizard
October 23, 2025
Google is enhancing the safety and privacy features of its Pixel phones, focusing on the Live Threat Detection tool. This tool uses on-device AI to identify harmful applications and provides real-time alerts for suspicious activity. Upcoming updates include a dedicated page displaying a list of flagged apps and new alerts for apps monitoring device location or activity.
Winsage
October 23, 2025
Global PC shipments increased by 8.1 percent year-on-year in Q3 2025, driven by the impending end of support for Windows 10 and strategic inventory adjustments due to evolving U.S. import tariffs. Lenovo's shipments rose by 17.4 percent, HP's by 10.3 percent, Apple’s by 14.9 percent, and Asus reported a 14.1 percent annual increase. Dell experienced a slight decline of 0.9 percent compared to the previous year. The top five vendors now hold nearly three-quarters of the global PC market. Analysts predict a significant transformation in the industry with the introduction of AI-capable PCs starting in 2026, although current demand is primarily influenced by the need to upgrade from Windows 10. AI PCs are currently seen as more of a prestige item, with mass shipments of new AI-centric processors expected to begin in late 2026.
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