semantic indexing

Winsage
July 21, 2026
Microsoft is testing a new semantic search feature for Windows 11's File Explorer, which aims to improve file search by understanding user intent rather than relying on exact word matches. This feature allows users to search in natural language, such as "photos from last summer" or "Europe trip budget," and can identify files based on context, even if specific names are not mentioned. The functionality is powered by an AI model that operates locally on users' machines to maintain privacy and does not require an internet connection. However, it is only available on Copilot+ PCs, which have specialized AI chips capable of executing at least 40 trillion operations per second, limiting access for users with older machines. Currently, the feature is available only to Windows Insiders as Microsoft rolls it out in test builds.
Winsage
November 22, 2025
Microsoft has introduced AI enhancements in Windows 11, particularly in File Explorer, featuring "Ask Copilot" and "Semantic Indexing." AI actions have been added to the context menu, allowing users to perform tasks based on file types, with integration into Microsoft 365 apps, Photos, or Paint. The rollout began with the September 2025 Security Update, but users in Europe may experience delays in access. To enable AI actions in File Explorer, users should open Settings, click on Apps, select the Actions page, and turn on the AI actions. Users can engage with AI actions by right-clicking on image files (JPG, JPEG, PNG) and selecting options like Bing Visual Search, Blur Background, Erase Objects, Remove Background, and Describe Image. If Microsoft 365 apps are installed, users can summarize documents and convert tables without opening the apps. To disable AI actions, users can follow the same steps as enabling them but turn off the AI actions instead. The "AI actions" menu will still appear, but no active features will be displayed.
Winsage
June 6, 2025
The Microsoft Photos app has been updated on Windows 11, introducing new features for Copilot+ PCs. The Relight feature allows users to adjust lighting in images by positioning up to three light sources, changing light color, and setting a focus point, with additional brightness and intensity controls. Built-in presets are also available for quick application. This feature will initially be available on Snapdragon-powered Copilot+ PCs, with support for AMD and Intel-powered devices coming soon. The app now includes improved photo search using natural language, enabling users to find images by descriptive phrases. For commercial users signed in with Microsoft Entra ID, access to Restyle Image and Image Creator is now available. Users should update their Photos app to version 2025.11060.5006.0 or higher to access these features.
Winsage
May 6, 2025
AI has evolved into a transformative force for organizations, increasing the demand for secure and high-performance AI-ready Windows 11 PCs. Microsoft has introduced Copilot+ PCs, including the new 12-inch Surface Pro and 13-inch Surface Laptop, both powered by the Snapdragon X Plus processor with an integrated neural processing unit (NPU) capable of 45 trillion operations per second. The 13-inch Surface Laptop offers up to 23 hours of video playback and 16 hours of web browsing, with performance enhancements of up to 50% faster speeds and double the battery life compared to its predecessor. It features an AI-enhanced 1080p front camera for video conferencing and a durable design. The 12-inch Surface Pro is the thinnest and lightest Copilot+ PC, providing 50% faster performance and up to 16 hours of local video playback. Both devices are designed as Secured-core PCs with advanced security features, including Windows Hello for Business and biometric authentication options. They support enhanced productivity through AI features in Windows 11 and Microsoft 365 Copilot, enabling faster file searches and improved team efficiency. Microsoft emphasizes sustainability with the use of recycled materials and energy-efficient designs. The new devices will be available starting July 22 in select markets.
Winsage
April 26, 2025
Microsoft has released the KB5055627 preview cumulative update for Windows 11 24H2, which introduces new features and bug fixes. This update is part of optional non-security preview updates and does not include security updates. Users can install it via Settings under Windows Update or download it directly from the Microsoft Update Catalog. The update elevates Windows 11 24H2 systems to build 26100.3915 and includes features such as Recall (preview), Click to Do (preview), improved Windows Search, Narrator enhancements, Phone Link, interactive Widgets, curated views in File Explorer, updated Settings for app recommendations, and Windows Studio Effects. It also addresses bugs related to blue screen errors, DHCP Client connectivity issues, Windows Hello functionality, and provides estimated offline times for updates. Notable issues include potential installation blocks for Citrix components and download issues for Roblox players on Windows Arm devices, with workarounds available.
Winsage
April 9, 2025
Microsoft has released the KB5055523 update for Windows 11, which includes various fixes and enhancements. Key improvements include a fix for the Explorer context menu issue, increased reliability of ctfmon.exe, and resolution of a Kerberos authentication problem related to RC4 encryption. New features for Copilot+ PC users include an improved Windows Search with semantic indexing, natural language search for cloud-stored photos, enhanced communication capabilities with live captions and real-time translation, and support for real-time translation into Simplified Chinese on Snapdragon-powered devices. The update also addresses issues with machine password rotation in the Identity Update Manager, updates for Daylight Saving Time in Chile, and unexpected behavior in the PcaUiArmUpdate feature. KB5055523 will be automatically installed for users.
Winsage
April 9, 2025
Microsoft released its Patch Tuesday updates on the second Tuesday of April, including the KB5055523 patch for Windows 11 24H2, which addresses a File Explorer menu issue and includes security enhancements. This patch encompasses improvements from the previous KB5053656 build. The update resolves a glitch with the three dots menu in File Explorer, fixes a critical issue causing a Blue Screen of Death (BSOD) when waking from sleep, and upgrades Task Manager to display standardized CPU usage metrics. For Copilot+ PCs with Snapdragon chips, it introduces AI-driven Windows Search capabilities and improves Live Captions for real-time translation in over 44 languages. New features include an enhanced search functionality, a Gamepad keyboard layout for touch, and a new system tray icon for emoji. The update also provides a quick overview of key specifications in the Settings menu and resolves issues with Credential Roaming. KB5055523 is a mandatory security update, and older versions of Windows 10 have also received updates.
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