semantic indexing

Microsoft has quietly folded a new kind of smarts into Windows search: on eligible machines, Windows now uses semantic indexing alongside traditional indexing so you can find files, images, apps and settings using everyday language — and, critically, that indexing runs locally on the PC rather...

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...

Albus’s board-first approach — an infinite, color-rich canvas that turns sticky notes into conversational, semantically indexed knowledge — arrived in 2025 as one of the more visually distinctive entries in the new generation of AI note-taking tools, and PCMag UK’s pick highlights a broader...

Microsoft has pushed fresh Insider preview updates into the Dev and Beta channels—delivered as cumulative update KB5065793—which advance Dev machines to Windows 11 build 26220.6760 (25H2) and Beta machines to build 26120.6760 (24H2). The flight is small on paper but notable in practice: it...

Microsoft’s Copilot is quietly evolving from a conversational assistant into a multi-modal, transactional platform — and recent test-build evidence shows the company is explicitly styling that evolution around three pillars: search that surfaces explicit references, shopping and order...

Microsoft’s Copilot app for Windows has received a staged Insider update that adds conversational, semantic file search on Copilot+ PCs and a redesigned Copilot home that surfaces recent apps, files and conversations — all packaged in Copilot app builds starting with version 1.25082.132.0 and...

Microsoft has begun expanding a staged Insider preview that brings semantic file search to Copilot+ PCs and ships a redesigned Copilot home inside the Copilot app for Windows Insiders, packaging natural‑language file and image discovery alongside a new, context‑aware workspace that surfaces...

Microsoft has begun rolling out a staged update that brings semantic file search and a redesigned Copilot home to the Copilot on Windows app for Windows Insiders, with the semantics-driven search initially available only on certified Copilot+ PCs and the new homepage surfacing recent apps...

Microsoft’s Copilot for Windows just took a meaningful step toward making file discovery and everyday assistance feel conversational: a staged Insider rollout now brings semantic file search to Copilot+ PCs and a redesigned Copilot home that surfaces recent apps, files and Vision-driven guided...

Microsoft has begun rolling out an update to the Copilot app on Windows that brings semantic file search to Copilot+ PCs and a redesigned Copilot homepage to Insiders, delivering tighter, AI-driven file discovery and faster access to recent apps, files, and guided help directly inside the...

Microsoft has begun rolling out a targeted update to the Copilot app on Windows that brings semantic file search to Copilot+ PCs and introduces a redesigned Copilot homepage for Windows Insiders, marking a clear step toward tighter on‑device AI integration in Windows. rr channel updates over the...

Windows 11’s latest 25H2 preview builds polish many of the small, everyday interactions that shape how people work on Windows — from tidier context menus and smoother taskbar animations to Start menu reorganizations and File Explorer refinements — all delivered as part of an incremental...

Microsoft has quietly moved to rationalize Windows Search by consolidating multiple search-related settings pages into a single, clearer settings hub in Windows 11 Insider Preview Build 27919, the latest Canary-channel release — a small but meaningful step toward taming an increasingly scattered...

Microsoft has recently introduced a series of enhancements to Windows 11, particularly focusing on improving the search functionality within the operating system. These updates aim to provide users with a more intuitive and efficient experience when locating images and other files. Enhanced...

Microsoft has officially announced Windows 11 version 25H2, slated for release in the latter half of 2025. This update emphasizes a streamlined upgrade process, leveraging the same platform and servicing stack as version 24H2, ensuring a swift installation comparable to a standard cumulative...

Microsoft's latest preview update for Windows 11, released on May 27, 2025, under KB5058502, introduces a suite of enhancements aimed at refining user experience and system performance. This update, applicable to OS Builds 22621.5413 and 22631.5413, is currently available for Education...

Azure AI Search’s introduction of agentic retrieval marks a transformative leap in how enterprises and developers approach the challenge of surfacing highly relevant, contextually precise answers within conversational AI systems. As organizations increasingly rely on intelligent agents, voice...

Microsoft has released the KB5058502 update for Windows 11, introducing builds 22621.5413 and 22631.5413. This preview update brings a host of new features and improvements aimed at enhancing user experience and system performance. Key Features and Enhancements Windows Recall One of the standout...

Windows 11’s relentless evolution continues, this time spearheaded by transformative advances in how users find files and information on their devices. Semantic Indexing, introduced with the Windows 11 May 2025 security update, leverages artificial intelligence and natural language processing to...

Microsoft has officially introduced on-device AI agents to Windows 11 through its Copilot+ PCs, marking a significant advancement in integrating artificial intelligence into everyday computing tasks. These AI agents are designed to streamline routine system operations, enhancing user experience...