NewApp Digest
search bot

orchestration

Windows 11 25H2: When Release Preview suddenly plays beta
Winsage
February 26, 2026

Windows 11 25H2: When Release Preview suddenly plays beta

Users of Windows 11 25H2 in the Release Preview channel experienced an unexpected transition to the Beta channel after installing Build 26200.7921, as the Release Preview option disappeared from the selection menu due to a server configuration issue. This change forced Windows Update to download version 26220.7872 without user consent. The distinction between the channels is significant, with Release Preview operating within the 26200 band and Beta in the 26220 band. On February 25, 2026, Microsoft restored the Release Preview channel, allowing users to revert to it through a manual update. The Insider Program has evolved into a complex system involving build bands, server-side feature gates, telemetry evaluation, and dynamic channel assignment, which can lead to misconfigurations. Best practices for participants include regularly checking for updates, managing automatic installations, and maintaining recovery snapshots.
PostgreSQL on Azure supercharged for AI
Tech Optimizer
February 14, 2026

PostgreSQL on Azure supercharged for AI

Over 80% of developers now incorporate AI tools into their workflows. PostgreSQL is preferred by 78.6% of developers engaged in AI and real-time applications. Microsoft has enhanced its PostgreSQL managed services to meet contemporary developer needs, contributing over 500 commits to the open-source project. The Azure Database for PostgreSQL supports both lift-and-shift and new open-source workloads, while the newly introduced Azure HorizonDB is designed for AI-native workloads. Developers can provision PostgreSQL instances directly from Visual Studio Code, and GitHub Copilot assists in writing and optimizing SQL queries. Azure Database for PostgreSQL facilitates integration with Microsoft Foundry for AI applications and supports high-performance similarity search with DiskANN vector indexing. PostgreSQL 18 is now available on Azure, offering enhanced performance and scalability. Nasdaq has modernized its Boardvantage platform using Azure Database for PostgreSQL and Microsoft Foundry to integrate AI for governance tasks. Azure HorizonDB is a fully managed PostgreSQL-compatible service designed for AI-native workloads, currently in private preview.
Creating a Data Pipeline to Monitor Local Crime Trends
Tech Optimizer
February 14, 2026

Creating a Data Pipeline to Monitor Local Crime Trends

The dataset utilized consists of police log entries from the Cambridge Police Department (CPD), which includes the date and time of incidents, type of incident, location, and a detailed description. The project follows a structured ETL process that involves extracting data via the Socrata Open Data API, validating the data for integrity, transforming it for optimal storage, and loading it into a PostgreSQL database. The extraction is performed using a Python client for the API, and validation checks ensure the presence of expected columns and the integrity of the data. The transformation process includes removing duplicates and splitting the datetime column into separate components. The data is then loaded into PostgreSQL, where a table is created to store the incidents. The entire ETL process is automated using Prefect, allowing for daily execution. Finally, the data is visualized using Metabase, which connects to the PostgreSQL database to create dashboards that display crime trends over time.
Key Players and Competitive Overview in the Serverless PostgreSQL Market
Tech Optimizer
February 12, 2026

Key Players and Competitive Overview in the Serverless PostgreSQL Market

The serverless PostgreSQL market is projected to reach an estimated value of .85 billion by 2030, with a compound annual growth rate (CAGR) of 27.8%. Key factors driving this growth include the adoption of microservices architectures, deeper integration with cloud ecosystems, the need for rapid deployment, and the rise of SMEs and startups using cloud infrastructure. Notable trends include advancements in serverless orchestration, automation, AI-driven optimization, and innovations in hybrid and multi-cloud solutions. Major players in the market include Amazon Web Services, Microsoft Azure, and Databricks, among others. A significant event occurred in May 2025 when Databricks acquired Neon Technology to enhance its serverless PostgreSQL offerings. The market is segmented by component, deployment type, organization size, application, and end-user industry, with specific solutions and services outlined for each category.
Simplyblock provides Postgres Git-style branching
Tech Optimizer
February 12, 2026

Simplyblock provides Postgres Git-style branching

Simplyblock has developed Vela software, enabling instant Postgres database branches without data copying, utilizing its block storage capabilities. CEO Rob Pankow emphasizes Postgres as a key database for AI applications, with companies like Databricks and Snowflake making significant advancements in serverless Postgres technology. Pankow identifies challenges with managed Postgres instances, including IOPS limits, throttling, latency spikes, and high costs due to overprovisioning. Vela allows developers to run Postgres in their cloud accounts, co-locating data and GPUs, and employs a copy-on-write mechanism for database branches, facilitating Git-like version control. Vela is cloud-agnostic, integrates with Kubernetes, and supports features like autoscaling and lifecycle orchestration. Simplyblock has also launched a hosted Vela Sandbox for users to explore the software. A Vela Beta is available with documentation and access to the sandbox.
Windows Reborn: Microsoft Moves Copilot into the Kernel, Launching the Era of the AI-Native OS
Winsage
January 1, 2026

Windows Reborn: Microsoft Moves Copilot into the Kernel, Launching the Era of the AI-Native OS

Microsoft is transitioning its Windows operating system to an "AI-native" platform, embedding AI capabilities directly into the Windows kernel, marking a significant architectural shift not seen in three decades. This new approach, called the "Agentic OS," allows AI to manage files, system settings, and workflows proactively. The updated kernel, partially rewritten in Rust, includes a new NPU-aware scheduler that treats the Neural Processing Unit as a primary resource. Microsoft has introduced "Agent Workspace" and "Agent Accounts" for autonomous agents, ensuring actions are logged and audited for compliance. Communication between agents and the system is facilitated by the Model Context Protocol (MCP). Hardware requirements for the new OS have increased, with benchmarks set for NPUs achieving 80 to 100 TOPS. Major PC manufacturers are adjusting their portfolios to accommodate "Agentic PCs." The competitive landscape is evolving, with companies like Alphabet and Apple developing their own AI-native platforms. The introduction of the AI-native kernel raises privacy and security concerns, with Microsoft implementing measures to restrict third-party access to the kernel. Future updates may include "self-healing" capabilities and "Cross-Device Agency," leading to a more integrated personal AI experience.
Windows 11 gets a December Insider update packed with new features and AI upgrades — reveals Microsoft’s next big push. Here's everything that is new.
Winsage
December 21, 2025

Windows 11 gets a December Insider update packed with new features and AI upgrades — reveals Microsoft’s next big push. Here’s everything that is new.

Microsoft has slowed down the development of Windows 11 but released several preview builds through the Windows Insider Program in December 2025, showcasing various enhancements. Key updates include: - Model Context Protocol (MCP): Introduced in build 26220.7344, allowing AI agents to communicate with applications and tools via a secure on-device registry. It includes the File Explorer Connector for managing files through natural language searches and the Windows Settings Connector for navigating settings. - Unified Update Orchestration Platform (UOP): Provides a consistent update experience for developers through the Settings app. - Windows MIDI Services: Rollout of a new MIDI API, Service, and SDK, supporting MIDI 1.0 and MIDI 2.0 devices with enhancements like app-to-app MIDI support. - Xbox Full Screen Experience (FSE): Expanded to additional handheld gaming devices, replicating console gaming on PCs. - Settings app with AI agent: Enhanced navigation and modification of settings with an integrated AI agent. - File Explorer dark mode improvements: Extended dark mode to various elements and improved search functionality using AI. - Drag Tray disable option: Users can now disable the Drag Tray feature through Settings. - Mobile Devices settings integration: Features for managing mobile devices are now integrated within the Settings app. - Virtual Workspaces in Advanced settings: New access to manage virtualization features without using the legacy "Windows Features" page. - Keyboard and text cursor settings: New settings added for customizing keyboard and cursor behavior. - Quick Machine Recovery improvements: Now enabled by default on Windows 11 Home and Pro editions. - Windows Studio Effects compatibility: Expanded to more camera hardware for improved user appearance. - Windows Spotlight for desktop changes: New context menu options for wallpaper changes and additional details. - Taskbar with Ask Copilot: A toggle to replace Windows Search with AI-driven searches. - Taskbar with AI agents: AI agents can function as apps in the Taskbar, providing real-time updates. - Windows 11 Agent Launchers: A framework for registering AI agents within the OS. - Narrator customization: Users can select which properties are announced while navigating applications. - Voice Typing animation: New animation for the dictation key in the Touch Keyboard and a "Discover Windows" widget added. - Voice Access streamlined setup: Simplified setup process for Voice Access. The Windows Insider Program will pause further builds until January.
2025 in review: How we elevated the Microsoft Store experience
Winsage
December 18, 2025

2025 in review: How we elevated the Microsoft Store experience

In 2025, the Microsoft Store on Windows attracted over 250 million monthly users and introduced new offerings, including productivity tools like Raycast, Noteastic, and Cephable, as well as popular games such as Fortnite and Hollow Knight: Silksong. Accessibility apps like DotVista and applications like RunCat 365 and Adobe Premier Elements 2026 were also launched. In collaboration with Tencent, the catalog in China expanded to include mini apps and games like Rednote and Fire to the Zombies. The 2025 App Awards winners were announced, recognizing exceptional value for Windows users. The Microsoft Store introduced Special Events to help users discover timely content within their favorite apps. A dedicated Themes department was launched to simplify the process of personalizing computing environments. Enhancements made since June focused on providing a tailored experience, with personalized content available on home and app pages. The app installation process was streamlined with multi-app install features and improved methods for finding and launching apps through the Windows Search Bar. The AI Hub was refreshed to help users discover AI-powered apps, with new app badges indicating AI capabilities. Copilot now assists with Store browsing in the U.S., and finding Agents in Microsoft 365 Copilot has been made easier. Key improvements included quicker navigation, improved error handling, the ability to uninstall apps directly from the Library, better update orchestration, and enhanced search functionality.
Windows is rolling out the ability to handle all app updates from just your OS, but with limited support right now
Winsage
December 8, 2025

Windows is rolling out the ability to handle all app updates from just your OS, but with limited support right now

The latest Windows update introduces the Unified Update Orchestration Platform (UOP), allowing applications to autonomously download and install updates based on user activity and system state. UOP enables individual apps to use their own backend updating services, facilitating app updates during periods of inactivity. It supports both Windows and non-Windows applications and provides a centralized update history for all installed software. Currently, no applications have adopted UOP, but users in the Dev and Beta channels will gradually gain access. The update also includes AI enhancements, such as support for the Model Context Protocol, improved natural language search capabilities, and a more intuitive "open with" feature that suggests suitable applications for file types.
Search