on-device ai

Olares One lands as a striking proof‑of‑concept: a 3.5‑litre mini PC that packs laptop‑class flagship silicon, a top‑tier mobile GPU and workstation‑class memory into a palmable chassis — but it also surfaces uncomfortable questions about software compatibility, long‑term reliability and the...

Windows is quietly becoming more helpful than it looks: small, context-aware features tucked into Copilot+ PCs — things like Recall, Click to Do, improved Photos editing, Windows Studio Effects, and system-level Live Captions — are already changing day-to-day workflows by reducing friction...

Microsoft has quietly begun shipping an automatic, on‑device alt text experience for images in Word and PowerPoint — but only on machines that meet Microsoft’s Copilot+ PC hardware standard — a move that promises faster accessibility suggestions, stronger privacy guarantees, and new decisions...

Lenovo’s next lineup looks set to lean heavily on Intel’s Panther Lake mobile silicon, according to an exclusive leak that lays out SKU assignments, tentative power targets, and model-level ambitions across ThinkPad, Yoga, Legion, IdeaPad and desktop lines—information that, if accurate, maps...

Microsoft has begun shipping an automatic, on‑device alt text experience for images in Word and PowerPoint — but only on machines that meet Microsoft’s Copilot+ PC hardware standard — bringing a major accessibility workflow change that promises faster descriptions, stronger privacy guarantees...

Microsoft is rolling a targeted overhaul of Windows Search that will use on‑device AI to deliver semantic file search and a notable responsiveness uplift on Copilot+ PCs, ushering a practical performance boost for users with modern NPUs and changing how Windows 11 finds your files and photos...

I spent a week with a Copilot+ PC—the Samsung Galaxy Book5 Pro—to test whether on‑device AI in Windows actually makes day‑to‑day computing faster, safer or simply more expensive, and the results are a nuanced mix of genuinely useful improvements, emerging risks and a still‑immature ecosystem...

Upgrading to modern, AI‑ready PCs is no longer a niche IT initiative — it’s a strategic business decision that Dell and Microsoft are now selling as essential for productivity, security, and long‑term manageability in the enterprise. This IT Pro brief distills that pitch: move employees to...

Sometimes the smallest change — a single new key on the keyboard — can reshape how you work; the Copilot key on Windows 11 does exactly that, offering one-tap access to Microsoft’s system-level AI assistant and acting as a visible signal of Windows’ pivot to on-device and low-latency AI...

Windows 11’s recent servicing turmoil and a new Qualcomm chip that promises always‑listening intelligence have collided into one of the industry’s most talked‑about reliability debates: is Windows 11 now the unreliable operating system, and what does “always listening” silicon mean for...

Today’s AI landscape is dominated in headlines by chatty large language models, but the real technical picture looks more like a city of specialized districts—each architecture solving a distinct engineering problem and each deserving its own design, tooling, and risk model. Overview The last...

Microsoft’s Research and Azure AI teams have released Fara‑7B, a purpose‑built, experimental Computer Use Agent (CUA) — a 7‑billion‑parameter, multimodal small language model designed to “see” the screen and perform mouse, keyboard and web actions on behalf of users in sandboxed environments...

Microsoft’s 25H2 update for Windows 11 lands as a pragmatic, security‑first and AI‑infused refinement rather than a dramatic visual overhaul, but its real significance lies in how Microsoft rewired the platform: faster installs via an enablement package, deeper Copilot integration across core...

Microsoft’s decision to make Windows 11 version 25H2 broadly available — delivered as a tiny enablement package that users can unlock with a single toggle in Settings — marks a deliberate shift in how major Windows feature updates are distributed, accelerating adoption while preserving the...

Microsoft’s final Patch Tuesday of 2025 lands with a broad slate of polish, AI gating, and platform changes that will reshape everyday Windows 11 workflows — but it also brings visible regressions and policy choices that administrators and power users should weigh before updating production...

Microsoft’s move to fold large language models into the very heart of Windows is the most consequential rethink of the PC in decades — and it arrives as a bundled hardware, software, and cloud strategy that turns the operating system into an active, anticipatory assistant rather than a passive...

Microsoft’s Copilot+ experiment fizzled as a commercial category, but the initiative did what Microsoft needed most: it forced the PC industry to level up hardware, stabilize minimum specifications for AI-ready machines, and accelerate a broader shift toward an AI-capable Windows ecosystem...

Apple’s Image Playground — the image-creation component of Apple Intelligence — has quietly become the most compelling consumer-grade image AI for many everyday users because of three practical advantages: deep OS integration, a privacy-first processing model that prioritizes on-device work and...

Early adopters bought Copilot+ PCs promising “all‑day battery life” and on‑device AI, but a growing thread of real‑world reports — from students who can’t run SQL Server to owners of ASUS Vivobook S15s wrestling with driver and firmware chaos — shows a painful gap between Microsoft’s marketing...

On International Day of Persons with Disabilities this year, Microsoft published a comprehensive year-in-review for Windows accessibility that consolidates a year’s worth of incremental but meaningful advances — from on-device AI dictation and expanded Voice Access language support to...