rewriting Archives

AppWizard

May 17, 2025

Google’s ML Kit GenAI APIs with Gemini Nano: On-Device AI for Privacy-Preserving Android Apps

Google announced on May 14, 2025, the expansion of its ML Kit offerings with new GenAI APIs powered by the Gemini Nano model, aimed at providing Android developers with access to advanced AI features while ensuring user privacy through on-device processing. The ML Kit GenAI APIs include four key capabilities: summarization, proofreading, rewriting, and image description. These APIs process data locally, keeping user data on the device, ensuring consistent functionality without internet connectivity, and avoiding recurring server costs. This development enhances the accessibility of sophisticated AI capabilities for Android developers and aligns with consumer privacy concerns. The architecture allows for future expansion of capabilities as Gemini models evolve.

AppWizard

May 16, 2025

Google to give app devs access to Gemini Nano for on-device AI

Google is preparing to unveil new mobile AI tools at the upcoming I/O event, including a suite of APIs that will enable developers to use Gemini Nano for on-device AI applications. The ML Kit SDK will be updated to support on-device generative AI functionalities through Gemini Nano, which integrates with existing models and offers predefined features for ease of implementation. The ML Kit’s GenAI APIs will allow applications to perform tasks such as summarization, proofreading, rewriting, and image description without cloud data transmission. However, Gemini Nano's capabilities are limited compared to cloud-based options, with summaries restricted to three bullet points and image descriptions available only in English. The standard version, Gemini Nano XS, requires about 100MB of storage, while the smaller Gemini Nano XXS is text-only and occupies a quarter of that size. ML Kit is compatible with devices beyond Google's Pixel lineup, including the OnePlus 13, Samsung Galaxy S25, and Xiaomi 15, providing developers opportunities to enhance applications with generative AI features.

AppWizard

May 16, 2025

Google is about to unleash Gemini Nano’s power for third-party Android apps

Google is expanding its Gemini Nano AI model by introducing new ML Kit GenAI APIs, expected to be unveiled at the I/O 2025 event. These APIs will allow developers to integrate features such as text summarization, proofreading, rewriting, and image description generation into their applications. Gemini Nano operates on devices, enhancing privacy by processing data locally. The ML Kit GenAI APIs will support various languages and functionalities, including generating concise summaries, correcting grammar, transforming chat messages, and providing image descriptions. Unlike the experimental AI Edge SDK, the GenAI APIs will be in beta, allowing for broader device compatibility beyond the Pixel 9 series, including other Android devices. Public documentation for the ML Kit GenAI APIs is now available for developers.

Winsage

May 13, 2025

Announcing Windows 11 Insider Preview Build 26120.3964 (Beta Channel)

Windows 11 Insider Preview Build 26120.3964 (KB5058496) has been released for the Beta Channel, specifically for Windows 11, version 24H2. Users on version 23H2 can choose to upgrade to version 24H2 with this build. The update introduces a new AI-powered agent in Settings for easier navigation and task automation, currently available for Snapdragon-powered Copilot+ PCs, with support for AMD and Intel PCs coming soon. Enhanced intelligent text actions have been added to Click to Do for AMD and Intel-powered Copilot+ PCs, allowing users to summarize, create bulleted lists, or rewrite text. A dedicated FAQs section has been added to the Settings > System > About page. Several fixes have been implemented, including improvements to the Start menu, File Explorer, and voice access. Known issues include problems with PC reset display and Xbox Controller connectivity. Entra ID support for AI features in Paint and Notepad has been rolled out for IT-managed PCs.

Winsage

May 13, 2025

Announcing Windows 11 Insider Preview Build 26200.5600 (Dev Channel)

Windows 11 Insider Preview Build 26200.5581 (KB5058493) has been released to the Dev Channel. New features include enhanced intelligent text actions in Click to Do for AMD and Intel™-powered Copilot+ PCs, allowing users to Summarize, Create a bulleted list, or Rewrite text. These features are available when the default language is English and at least 10 words are selected. For users with French or Spanish as their primary language, only Summarize, Create a bulleted list, and Refine options are temporarily available. Improvements include the ability to safely remove devices compatible with Dynamic Lighting and the introduction of a FAQs section in Settings to help users find information about their PC. Fixes have been made to the Start menu, File Explorer, Voice Access, Taskbar, Windows Spotlight, and Live captions. Known issues include problems with the PC reset option and Xbox Controller connectivity. Entra ID support for AI features in Paint and Notepad has been rolled out for IT-managed PCs, allowing access to tools like Cocreator and Generative Fill in Paint, and summarization or rewriting in Notepad. Windows Insiders in the Dev Channel receive updates based on Windows 11, version 24H2, and features may evolve or be removed based on feedback.

Winsage

May 7, 2025

Microsoft unveils new AI agents that can modify Windows settings

Microsoft has introduced a suite of Windows experiences for Copilot+ PCs, featuring AI agents that help users adjust settings on their computers by interpreting user intent and automating tasks with consent. Users can communicate in natural language to receive guidance or have changes executed directly. This feature will initially be available to English-speaking Windows Insiders on Snapdragon-powered devices, with plans for broader support. Additionally, Microsoft is enhancing Windows search capabilities and expanding Click to Do actions, allowing users to schedule meetings, send messages, consult M365 Copilot, convert data in Excel, and draft documents in Word. Creative tools like Photos, Paint, and the Snipping Tool are receiving updates, including dynamic lighting controls in Photos, a sticker generator in Paint, and new capture capabilities in the Snipping Tool. Upcoming features for Windows 11 Insiders include a phone companion for the Start menu, AI-driven actions in File Explorer, and a new writing function in Notepad for generating text from prompts. Microsoft is also testing a "Draw & Hold" feature in the Snipping Tool and has introduced a text rewriting tool called "Rewrite."

Winsage

April 26, 2025

Microsoft rolls Windows Recall out to the public nearly a year after announcing it

Microsoft is rolling out enhancements for Copilot+ PCs, including the Recall feature and a revamped Search function that understands contextual meanings for a more intuitive experience. The new "Click to Do" feature allows users to copy text from images, search on-screen content, and summarize or rewrite text by pressing the Windows key and clicking. To use Copilot+, PCs must have specific hardware requirements, including a neural processing unit (NPU) capable of over 40 trillion operations per second. Supported processors for Copilot+ include Qualcomm's Snapdragon X Elite and Plus chips, Intel's Core Ultra 200V-series laptop chips, and AMD's Ryzen AI 300 series. The Recall feature and enhanced Search are available for both Arm and x86 PCs, while some Click to Do features are exclusive to Arm systems.

AppWizard

April 4, 2025

Google wants to make Android 16 even better at streaming music and video

Android devices have historically relied on complex processes for secure media playback due to vulnerabilities like the Stagefright exploit. Android 16 introduces support for in-process software audio codecs, allowing codecs to operate within an app's process, reducing CPU usage and power consumption. The MediaCodecInfo class in Android 16 includes a new getSecurityModel() method to indicate whether a codec uses the standard sandboxed model or the new memory-safe model, which requires codecs to be developed in a memory-safe language like Rust. Google has been developing this feature for several years, aiming to improve the performance of the AAC codec, which is crucial for streaming applications. Current tests show that media codecs still depend on the traditional sandboxed approach, and the implementation of in-process codecs requires codec vendors to rewrite their software in Rust.

Tech Optimizer

April 2, 2025

Improve PostgreSQL performance using the pgstattuple extension

PostgreSQL is an open-source relational database management system known for its extensibility, which allows developers to enhance its capabilities through various extensions and plugins. The pgstattuple extension provides detailed statistics at the tuple level from PostgreSQL tables and indexes, revealing key metrics such as the number of live tuples, dead tuples, average length of live tuples, total free space, and percentages of free space and dead tuples. These metrics help database administrators identify potential health and performance issues, such as excessive table bloat or index fragmentation. Both Amazon Aurora and Amazon RDS support the pgstattuple extension, which can be activated using the command CREATE EXTENSION pgstattuple;. Functions like pgstattuple(relation) and pgstatindex(index) can be used to analyze physical storage and index statistics. Bloat occurs when unused space is left behind after UPDATE and DELETE operations, and the autovacuum process in PostgreSQL automates the cleanup of dead tuples. However, if autovacuum fails, manual intervention may be necessary. Regular monitoring of bloat is essential for maintaining performance, and metrics from pgstattuple can help optimize autovacuum settings. The pg_cron extension can automate VACUUM operations to manage bloat proactively. Index bloat can also be detected using pgstatindex, and significantly bloated indexes can be rebuilt using REINDEX or pg_repack. Best practices for using pgstattuple include estimating bloat with check_postgres, analyzing physical storage, monitoring dead_tuple_percent, and avoiding interference on highly active tables.

Winsage

March 23, 2025

Microsoft Paywalls Its AI Features in Notepad and Paint

Microsoft has announced that access to certain features in Notepad and Paint will now require a paid subscription to a Microsoft 365 account. Users will need this subscription to access new AI enhancements, including an image generator in Paint and AI-driven text rewriting in Notepad. Windows users without a subscription will still have access to core functionalities, but subscription-required features will be grayed out. Ram Bala, an associate professor of business analytics, notes that this aligns with a broader "freemium" strategy due to the high operational costs of deploying AI features. Bala highlights a trend in the tech industry toward usage-based pricing models for AI services. Microsoft has made significant investments in AI, incorporating features across its applications, but some initiatives, like the Copilot feature, have faced delays and privacy concerns.