on-device ai

  1. macOS Tahoe vs Windows 11: Liquid Glass and Copilot Redefine the Desktop

    Apple's macOS Tahoe and Microsoft's Windows 11 now occupy distinctly different strategic positions: Apple is pushing an aesthetic and intelligence-led evolution that treats the desktop as a personal, context-aware companion, while Microsoft continues to fold AI into a broadly compatible...
  2. AI in Government: Lessons from a Fictional IPAA ACT Scenario

    In a deliberately fictional exercise staged by IPAA ACT, a cabinet decision to replace frontline public servants with AI agents culminates in spectacle and sharp lessons: procurement defaults to a dominant vendor, automated casework produces unexpected harms for vulnerable communities, and an...
  3. Gemini Live Hacks: Real-World Multimodal AI on Pixel

    Google’s Gemini Live is rapidly moving from an experimental demo into a genuinely helpful, multimodal assistant you can point at the world — and that means users are already inventing clever, occasionally eyebrow-raising ways to put the feature to work, from helping at board games to packing a...
  4. Windows 11 25H2: Practical Enablement Update With Sudo, Wi-Fi 7, and AI Enhancements

    Microsoft’s Windows 11 25H2 arrives as a compact, operationally focused update: an enablement package that flips on capabilities already seeded into the platform, adds a handful of practical conveniences (notably a native sudo command, archive handling in File Explorer, and groundwork for Wi‑Fi...
  5. Windows 11 Insider Preview: Copilot Inline Prompts, On-Device AI, and Start Nudges

    Windows 11’s latest Insider preview flight doubles down on Copilot: a new, inline prompt box appears inside the Click to Do context menu, Start shows example Copilot prompts, and Microsoft continues to weave on‑device AI into everyday workflows — all while shipping accessibility fixes, Emoji...
  6. Windows 11 Insider Build 26220.6682: Narrator polish, Emoji 16, Copilot tweaks

    Microsoft’s latest Insider preview (Build 26220.6682, KB5065782) sharpens Narrator’s reading and navigation behavior, brings a small curated set of Emoji 16.0 glyphs to the emoji picker, and rolls out incremental Click to Do (Copilot) refinements — changes that are small in headline but...
  7. Edge Real-Time Video Translation Preview on Windows 11: On-Device Subtitles & Dubbing (12GB RAM)

    Microsoft Edge’s latest beta builds are shipping a preview of AI-powered live audio translation for videos on Windows 11 — a feature that can generate translated subtitles or even dub spoken audio in real time — but it comes with a notable hardware bar: Microsoft says your device must have at...
  8. AI Actions in Windows 11 File Explorer: One-Click Image Edits & Visual Search

    Microsoft is quietly moving generative AI from apps into the very heart of Windows by adding an AI Actions submenu to File Explorer — a right‑click surface that lets you run visual search or apply quick, model‑driven image edits without opening a separate editor. The capability, visible in the...
  9. Surface Laptop 7: ARM Copilot+ Rival to MacBooks

    The Surface Laptop 7 isn’t just Microsoft’s best Copilot+ PC to date — it is a clear, pragmatic challenge to Apple’s dominance in the thin-and-light space, delivering blistering multi-core performance, class-leading battery life under specific tests, and a premium aluminum build that finally...
  10. Windows 11 September 2025 Update: Copilot+ Gating, Large AI Payload, and Enterprise Impact

    Microsoft’s September cumulative for Windows 11 landed as more than a routine Patch Tuesday — it bundles visible UI polish, several quality-of-life fixes, and a new tranche of staged, hardware‑gated AI features, but it also carries a practical sting: unusually large offline installers that...
  11. Windows 11 24H2 September 2025 KB5065426: Security Update & Secure Boot Readiness

    Microsoft has released the September 2025 cumulative security update for Windows 11, version 24H2 — KB5065426 (OS Build 26100.6584) — a combined Latest Cumulative Update (LCU) and Servicing Stack Update (SSU) that delivers security hardening, targeted bug fixes, AI component updates for Copilot+...
  12. Windows 11 AI Actions in File Explorer: Quick Image Edits & Document Summaries

    Microsoft is testing a set of context‑aware AI editing tools that sit directly in File Explorer, letting you right‑click an image or document and invoke tasks such as Bing Visual Search, background blur/removal, generative object erase, and document summarization — and there are documented ways...
  13. Windows 11 September 2025 Update: On-Device Copilot AI Binaries and UI Enhancements

    Microsoft's September cumulative for Windows 11 has landed and, rather than being a quiet maintenance release, it mixes visible UI polish, a handful of useful quality fixes and a fresh batch of staged, hardware-gated AI features — with one very practical sting in the tail: the cumulative...
  14. Apple weighs Gemini for Siri: fast upgrade or in-house AI

    Apple’s AI crossroads tightened this week as multiple reports say the company is quietly weighing an extraordinary course correction: instead of shipping its own large language model as the core of the long‑promised Siri overhaul, Apple is exploring licensing or otherwise using Google’s Gemini —...
  15. Windows 11 KB5065426 Patch Tuesday: Copilot+ on-device AI, UI polish, and privacy controls

    Microsoft’s September Patch Tuesday brings a substantial, feature‑heavy cumulative update to Windows 11—KB5065426—delivering a mix of visible UI polish, staged Copilot+ AI capabilities, privacy controls for on‑device generative features, and a set of bug and security fixes that administrators...
  16. Copilot for Windows 11 Gets Start Menu–Style Redesign as AI Hub

    Microsoft's Copilot app for Windows 11 just received a redesign that does more than tidy the chat window — it reorganizes Copilot into a Start menu–style hub that surfaces recent files, apps, and ongoing work, and hints at a deeper future in which the AI assistant becomes the central navigation...
  17. Windows 11 AI Actions in File Explorer: Quick Image Edits with Bing Visual Search

    Microsoft’s latest Canary‑channel experiment pushes intelligence deeper into the Windows shell: a new AI actions submenu in File Explorer lets you right‑click images to run Bing Visual Search, blur or remove backgrounds, and erase objects — all without opening a full editor. This context‑aware...
  18. Windows 11 Dev Channel 26220.5790: Fluid Dictation, Studio Effects, Copilot in Explorer

    Microsoft’s latest Dev‑Channel flight, Windows 11 Insider Preview Build 26220.5790 (KB5065779), brings a focused set of Copilot+ features—most notably Fluid Dictation in Voice Access—along with wider Windows Studio Effects support for additional cameras, new Copilot‑driven File Explorer hover...
  19. Windows 11 Insider Build 26120.5790: Fluid dictation, Studio Effects expand, Explorer hover actions

    Windows 11’s latest Beta-channel preview, Build 26120.5790, brings two pragmatic AI upgrades—fluid dictation and expanded Windows Studio Effects for additional cameras on Copilot+ PCs—alongside a UI tweak in File Explorer’s Home panel that may please some users but annoy others with added visual...
  20. Acer Swift Air 16: Ultralight 16-inch Windows Copilot+ Laptop Under 1kg at IFA 2025

    Acer’s new Swift Air 16 arrived at IFA 2025 as a design stunt with a practical edge: a full‑size 16‑inch Windows 11 Copilot+ laptop that, in its lightest configuration, tips the scales at under 1 kilogram — a weight milestone that reshapes expectations for ultraportables and puts pressure on...