on-device ai

When manufacturers once packed new Windows laptops with trial antivirus, toolbars, and a garden of “helpful” utilities, users learned a simple rule: uninstall first, ask questions later. The AI era is complicating that instinct. Recent reporting suggests PC makers — and a new generation of...

Microsoft’s latest Insider activity shows a deliberate, low‑level rework of Windows 11’s foundations — not a cosmetic update — and that engineering pivot is being staged as a device‑targeted platform branch (26H1) to support a new generation of Arm and hybrid SoCs, on‑device AI, and...

Microsoft quietly pushed a pair of modest but strategically significant updates to two of Windows’ most familiar utilities, Notepad and Paint, making both apps slightly smarter and notably more AI-capable for Windows Insiders in the Canary and Dev channels. Notepad gains tighter Markdown parity...

Samsungsung’s Galaxy Book 6 family arrives as a bold Windows 11 refresh — promising Intel’s newest Core Ultra Series 3 silicon, redesigned vapor‑chamber cooling and headline battery numbers — yet Samsung has left a crucial commercial question unanswered for many buyers: UK pricing and exact...

Acer’s new Veriton lineup lands with a compact, AI‑first mini workstation — the Veriton RA100 — that pairs AMD’s Ryzen™ AI Max+ 395 APU, a beefy on‑chip neural engine and high‑bandwidth LPDDR5X memory to deliver Windows 11 Copilot+ experiences and on‑device model inference for prosumers...

Microsoft and Apple have staked out two contrasting blueprints for the AI era: Microsoft is building a cloud‑first, infrastructure‑led engine that turns enterprise seats and metered inference into recurring revenue, while Apple is doubling down on device‑anchored intelligence that keeps...

Microsoft’s grand narrative for 2026 — that the “AI PC” will finally transform everyday computing — is both closer to reality and further from useful than Microsoft wants you to believe: the hardware is arriving in force, but the software and ecosystem that would turn NPUs and Copilot+ marketing...

Lenovo’s Qira arrives as a new kind of personal AI: not a standalone chatbot but a system-level, cross-device “personal ambient intelligence” that follows you from phone to PC to future wearables, promises to reduce the costly friction of context switching, and orchestrates when and where AI...

PCMag’s “All About AI” series distills a messy, fast-moving industry pivot into a practical playbook for buyers, explaining why the new class of AI-capable PCs matters, what the hardware metrics actually mean, and which Windows features are likely to change day-to-day workflows. Background /...

PC hardware has never looked better — ultra‑thin, long‑lasting laptops, NPUs baked into mainstream SoCs, and GPUs that can produce playable frame rates on reasonable power budgets — yet the software side of the PC, most prominently Windows 11, feels increasingly at odds with that hardware...

PCMag’s “All About AI” framing arrives at a moment when the PC market is redefining itself around on‑device intelligence, and the result is a new purchasing calculus: raw CPU/GPU numbers still matter, but NPUs, TOPS, and Copilot+ integration now shape which machines deliver genuinely different...

Microsoft has quietly added a device‑wide Settings toggle in Windows 11 that provisions a contained runtime for on‑device AI agents — an “Agent Workspace” and per‑agent accounts — allowing Copilot Actions (and third‑party agents) to perform UI‑level tasks like opening apps, clicking buttons, and...

A new, noisy moment in the life of Windows 11 has produced three very different headlines this week: a community-made PowerShell project promises to excise nearly every AI surface from the OS; a January cumulative update (KB5074109) is once again blamed for crippling GeForce GPUs and causing...

The last week delivered a striking contrast for PC enthusiasts: on one hand, hardware makers keep squeezing more capability into ever-smaller boxes — exemplified by the buzz around GEEKOM’s latest “Max” mini‑PC — and on the other, a routine Windows cumulative update exposed a fragile seam in...

Microsoft’s latest push is blunt: if you want to be ready for “the next generation of computing,” buy a Copilot+ PC — a Windows 11 machine built around a high‑performance Neural Processing Unit (NPU) and a new hardware baseline Microsoft says is required to deliver the fastest, most intelligent...

Microsoft has begun rolling out the January 2026 Patch Tuesday for Windows 11 — KB5074109 — advancing 25H2 systems to Build 26200.7623 (and 24H2 to Build 26100.7623) with a package that is primarily a quality-and-stability cumulative but also carries staged feature activations for Copilot-era...

Snapdragon processors have quietly rewritten the rules for what a Windows laptop can be: built as energy-efficient ARM-based System-on-Chips (SoCs) with integrated 5G, dedicated neural engines, and phone-like instant-on behaviour, they trade raw x86 peak power for dramatically improved battery...

Acer’s latest Veriton family pushes the company further into the “AI-first” PC era with a compact new mini workstation that markets itself as a Windows 11 Copilot+ PC and a trio of business-focused All‑in‑One and tower systems that aim to balance AI performance, security, and sustainability for...

Loss32 is a deliberately provocative thought experiment: what if a Linux distribution were not merely capable of running Windows programs, but was built from the ground up to be a Win32 runtime with the Linux kernel as its substrate? The idea — sketched by a developer who goes by the handle...

Qualcomm’s Snapdragon X2 Plus lands not as a footnote but as a strategic wedge between flagship ambition and mainstream reality — a chip aimed squarely at the $799–$1,299 laptop segment that could, for the first time, make high‑throughput on‑device AI and multi‑day battery life ordinary...