natural language processing Archives

Winsage

August 15, 2025

Microsoft’s Windows future is built on AI, voice, cloud, and context

Pavan Davuluri, head of Windows + Devices at Microsoft, discussed the integration of artificial intelligence, voice interaction, and cloud computing in Windows. He introduced Windows 365 Link, a device for seamless access to Windows 365, emphasizing a streamlined user experience. The hybrid computing model, first mentioned by CEO Satya Nadella, is central to Microsoft's strategy, with features like Copilot enhancing productivity. Davuluri noted a revival of voice interaction in Windows, with advancements in multimodal computing and features like Copilot Vision for conversational user interaction. He acknowledged uncertainty about the future of Microsoft's Surface devices but emphasized a commitment to hardware innovation.

Winsage

August 9, 2025

Windows Central Podcast: Will Windows Become Agentic?

This week’s episode of the Windows Central Podcast features hosts Daniel and Zac discussing Microsoft’s vision for the future of Windows, focusing on insights from Corporate Vice President David Weston about the decline of traditional mouse-and-keyboard computing. The conversation highlights a shift towards multimodal, AI-powered interactions, covering key topics such as: - Voice Commands: Integration of natural language processing for seamless communication with devices. - Contextual Awareness: Systems that adapt to user behavior and preferences. - Agentic Systems: Development of intelligent agents to assist users in various tasks.

Tech Optimizer

July 9, 2025

Query Amazon Aurora PostgreSQL using Amazon Bedrock Knowledge Bases structured data

Amazon Bedrock Knowledge Bases has introduced a fully managed Retrieval Augmented Generation (RAG) feature that connects large language models (LLMs) with internal data sources, enhancing the relevance and accuracy of responses by integrating contextual information from private datasets. During AWS re:Invent 2024, it was announced that this feature now supports natural language querying for structured data retrieval from Amazon Redshift and Amazon SageMaker Lakehouse, allowing generative AI applications to access both structured and unstructured data sources. The system converts user queries into SQL queries using natural language processing, enabling data retrieval without requiring users to know SQL syntax. Amazon Bedrock Knowledge Bases currently supports structured data retrieval from Amazon Redshift and SageMaker Lakehouse. Although direct support for Aurora PostgreSQL-Compatible is not available, users can utilize zero-ETL integration between Aurora PostgreSQL-Compatible and Amazon Redshift to make their data accessible. This integration replicates Aurora PostgreSQL tables to Amazon Redshift in near real-time, simplifying data management. To enable natural language querying of structured application data stored in Aurora, organizations can set up an Aurora PostgreSQL database, create a schema with interconnected tables (products, customers, and orders), and populate these tables with sample data while maintaining referential integrity. Subsequently, they can establish zero-ETL integration with Amazon Redshift, which involves creating a Redshift Serverless workgroup and mapping the database for synchronization. Once the zero-ETL integration is verified, organizations can create an Amazon Bedrock knowledge base for natural language querying. This requires granting appropriate permissions to the Amazon Bedrock Knowledge Bases AWS Identity and Access Management (IAM) role and ensuring the knowledge base is synchronized with Amazon Redshift. After setting up the knowledge base, users can execute natural language queries, which are translated into SQL and processed to generate human-readable responses. Examples of queries include counting unique customers and identifying customers who have purchased the most products. Finally, it is recommended to clean up resources after use to avoid ongoing charges.

Winsage

June 25, 2025

Microsoft Launches “Mu,” New On-Device AI Model for Copilot+ PCs

Microsoft Corporation unveiled a small language model named Mu on June 23, designed for local operation on personal computers, particularly Copilot+ PCs. Mu is a 330 million parameter encoder-decoder language model optimized for deployment on Neural Processing Units (NPUs), allowing for quick responses with reduced power consumption and memory usage. It was pre-trained on a dataset of hundreds of billions of educational tokens and employs advanced fine-tuning techniques, including distillation and low-rank adaptation, along with transformer enhancements like Dual LayerNorm, Rotary Positional Embeddings, and Grouped-Query Attention. Users will access Mu's capabilities through the Windows operating system's Settings function, translating natural language inputs into system commands.

Winsage

May 22, 2025

Signal now blocks Microsoft Recall screenshots on Windows 11

Signal has introduced a "screen security" feature in its Windows application to enhance user privacy by preventing Microsoft's AI-driven Recall functionality from capturing content displayed within the app. This feature is active by default on all Windows 11 devices and sets a Digital Rights Management (DRM) flag on Signal's app windows. Recall, launched in May 2024, captures screenshots of active windows and has raised privacy concerns, leading Microsoft to make it optional and implement various security enhancements. Users can disable Signal's screen security but will be warned about potential privacy risks. Signal's developer, Joshua Lund, highlighted ongoing concerns regarding privacy in applications like Signal and called for a balance between privacy and accessibility in AI technologies.

Winsage

May 16, 2025

How to get started with Semantic Indexing on Windows 11

Semantic Indexing is an AI-driven feature in Windows 11 that enhances search functionality using Natural Language Processing (NLP) to interpret the context and intent behind search queries. It allows users to search for files, settings, and content using conversational language rather than exact keywords. Semantic Indexing is integrated into various components of Windows 11, including File Explorer, the Start menu, and the Taskbar search box. It requires a Neural Processing Unit (NPU) and is available on Copilot+ PCs starting with the May 2025 security update. Users can verify its activation by checking for specific AI components in the settings. The feature supports various file formats such as images and documents and is compatible with several languages, including English and Spanish. The rollout of these enhancements will occur gradually.

Winsage

March 29, 2025

How to use the Warp AI-enabled terminal for Windows or Linux

Warp is an intelligent terminal application that enhances the terminal experience by utilizing a natural language model to interpret commands. It features a familiar interface similar to Linux or PowerShell, supports multiple tabs, and includes an output window for displaying responses and code snippets. Users can enter commands in natural language or traditional code, and it is free to use with an optional paid plan. Warp allows users to execute OS-level commands, such as listing directory contents and saving the output to a file. It also simplifies complex tasks like renaming images based on creation dates through natural language processing. Additionally, Warp can assist in coding by creating Python scripts, verifying library installations, and generating executable files using PyInstaller. The entire process can be completed quickly, demonstrating Warp's capability to streamline development for users of all skill levels.

Winsage

March 18, 2025

Microsoft is supercharging Windows 11’s voice commands on Copilot+ PCs with Snapdragon CPUs, and fine-tuning a few Recall features

Windows 11 is enhancing its voice command capabilities for Copilot+ PCs with Snapdragon (Arm-based) processors through the latest preview build, 26120.3576. Users can now issue commands in natural language, such as “Please open the Chrome browser,” instead of using rigid phrasing. This feature is being rolled out to testers, and Microsoft is also expanding Voice Access support to include simplified and traditional Chinese. Adjustments have been made to the Recall feature to fix bugs and process ‘intelligent text actions’ locally for improved security and efficiency. The natural language processing in voice commands aims to enhance user experience and accessibility. Currently, these advancements are limited to Snapdragon (Arm-based) Copilot+ PCs, with no specific details on future expansions to Intel or AMD processors. The testing phase does not guarantee all features will be included in the final release.

Winsage

March 18, 2025

Windows 11 Makes Gaming More Accessible: Xbox Controller Typing is Here

Microsoft is introducing Copilot for Gaming, an AI-powered assistant aimed at enhancing the Xbox experience by providing support such as tutorials, in-game guidance, and automating tasks like game installations and updates. The assistant utilizes natural language processing for user interaction through spoken and written commands and will initially be available on smartphones for Xbox Insiders. Fatima Kardar, Corporate Vice President of Gaming AI at Xbox, emphasized that Copilot will personalize the gaming experience by adapting to individual player preferences, assisting with game setup, recommending titles, and fostering social connections among gamers.

AppWizard

March 17, 2025

The Assistant experience on mobile is upgrading to Gemini

The evolution of Google Assistant began in 2016, leading to the introduction of Gemini as the next iteration of AI-powered assistance. Millions are transitioning from Google Assistant to Gemini, with plans to migrate more mobile users in the coming months. The classic Google Assistant will be phased out on most mobile devices, with new downloads ceasing later this year. The upgrade will also extend to tablets, vehicles, and accessories that sync with smartphones, as well as home devices. Since its launch, the Gemini app is now available in over 40 languages across more than 200 countries, with updates introducing features like music playback and timer settings. Gemini includes innovations such as Gemini Live for dynamic conversations and Deep Research for personal research assistance.