efficiency Archives

Tech Optimizer

October 10, 2026

AWS embeds DuckDB in its PostgreSQL DBMS to speed queries of live and historical data

Amazon Web Services Inc. has enhanced its Aurora PostgreSQL database management system to allow users to query the Apache Iceberg data lake directly. This feature integrates the DuckDB analytical engine, enabling seamless access to live transactions and historical records without data duplication or complex ETL processes. Customers can use existing PostgreSQL applications to query data in Amazon S3, including S3 Tables. The integration aims to reduce the engineering workload associated with data pipelines and supports real-time applications. DuckDB processes analytical scans within Aurora, eliminating extra network hops and allowing single queries to access both live and archived data. The feature supports external catalogs compliant with the Iceberg REST Catalog specification and can create foreign tables referencing data across multiple catalogs. Aurora optimizes query performance by filtering records and caching frequently accessed data. Customers can combine recent transactions in Aurora with historical data from S3 without manual schema definitions. For low-latency workloads, selected data can be copied into native Aurora tables using standard SQL. This capability requires the aurora_analytics extension and an AWS IAM role for S3 and Glue access, and is compatible with Aurora PostgreSQL versions 17.11 and 18.6. The feature is available across all AWS regions at no additional charge, with costs incurred only for Aurora computing resources and S3 requests.

Winsage

October 10, 2026

Microsoft Overhauls Windows 11 Search To Control Your PC Faster Than Ever

Microsoft has released an update for its Insider Program that includes a revamped Search feature, enhancing user experience with a focus on more informative results and previews. The update integrates advanced capabilities through WinUI 3 and allows users to access quick details without launching files or navigating File Explorer. It introduces web previews for specific queries, such as local weather and stock market data, and includes "inline actions" that enable users to perform tasks directly from the search window, like sending SMS messages or changing themes. Users can explore these features by joining the Windows Insider Program and enabling Feature flags in the settings.

AppWizard

October 10, 2026

A week with Googlebooks: four notes from our testing so far

Google has launched five new Googlebook laptops featuring the Googlebook OS, which has received mixed reviews. While the hardware is praised, the software is criticized for being problematic and not a significant upgrade from ChromeOS. Users report issues such as the inability to run Chrome with separate Google accounts, clunky Android apps, and awkward command requirements for messaging apps. The app ecosystem is struggling, with many applications failing to adapt to the Googlebook's interface, resulting in a frustrating user experience. Linux applications face integration challenges, complicating multitasking. Despite some successful features like file transfer and notification responses between Googlebook and Android devices, users experience frequent connectivity issues and sluggish performance.

Tech Optimizer

October 10, 2026

How and why we built Managed PostgreSQL for AI workloads

The Nebius Managed PostgreSQL team developed a solution for AI workloads using CloudNativePG and Kubernetes, resulting in improved backup and restore times by transitioning from Barman to WAL-G, reducing a 1.5 TB backup duration from over a day to two hours. Since its launch in 2025, the service supports hundreds of production clusters and manages tens of tebibytes of data. Key features include high availability, point-in-time recovery, automated failover, compressed and encrypted backups, rapid restoration, connection pooling, and strict synchronous replication for zero data loss. Kubernetes and CloudNativePG were chosen for their advantages, including out-of-the-box features and open-source distribution. Each cloud project has a separate MK8s cluster for customer isolation and security. Persistent data is stored on fault-tolerant SSD drives, enabling swift instance migration during failures. Regular physical backups are archived, allowing restoration within a seven-day window with a single click. The transition from Barman to WAL-G addressed slow backup and restoration times and resource control limitations. With WAL-G, backups and restorations for a 1.5 TB cluster improved to two hours and one hour, respectively. PgBouncer was implemented to manage database connections effectively, reducing connection storms during peak AI workload traffic. Two vector search extensions, pgvector and pgvectorscale, are available to cater to different memory and dataset needs. Benchmarking showed that Nebius performs competitively with AWS at a lower cost. The infrastructure integrates cloud engineering principles with specialized expertise to meet AI workload demands.

Winsage

October 10, 2026

Microsoft reveals plan to make Windows 11 Search much less painful to use, including a performance boost

Microsoft is transforming Windows 11 Search to improve user experience by enhancing performance, reducing memory consumption, and streamlining the interface. The redesign is currently being rolled out to Windows Insiders for feedback before a broader launch. Key changes include a new architecture using WinUI 3, which improves performance and memory efficiency, and a simplified interface that merges results into a cohesive list. The updated Search will better understand user intent, support typos and synonyms, and include features such as inline previews and expanded file information. Users will also be able to execute common Windows tasks directly through the Search interface, such as switching to dark mode or turning on Bluetooth.

Winsage

October 9, 2026

Microsoft’s AI-Powered Windows Strategy: 5 Things To Know

Microsoft has transitioned its Execution Containers capability into general availability, creating a secure environment for AI agents on Windows 11. Nvidia's CEO praised Microsoft's MXC architecture as a revolutionary foundation for application development. Organizations are increasingly relying on managed service providers to navigate AI tools. The general availability of Microsoft Execution Containers allows organizations to define access for AI agents, with real-time policy enforcement. The open-source MXC library integrates across Windows, macOS, and Linux, helping manage agent interactions and mitigate risks. Microsoft is enhancing the Copilot experience with hybrid intelligence features and revamping Windows Search for better performance. Preorders for new Copilot+ PCs powered by Nvidia's RTX Spark technology are open, with shipments starting on October 16. Device partners like Dell, HP, and Lenovo are also launching AI PCs on the same date. Later this year, Dell and HP will introduce Nvidia’s DGX Station technology to enable local running of frontier-class AI models on Windows devices.

Winsage

October 8, 2026

Windows Search learns to take orders

Microsoft has unveiled a preview of Windows Search that enhances user interactions and efficiency, featuring quicker results and a more organized interface. The new Actions feature allows users to modify settings directly from search results, such as muting speakers or minimizing windows. The search experience prioritizes results over a preview pane and includes improvements for handling typos and synonyms, although some inconsistencies remain. Inline previews and richer file details are planned for later this year. Built on the WinUI 3 framework, the updated Windows Search aims to improve performance and memory efficiency. The preview is currently available in English to Windows Insiders in the Experimental channel, with access for eligible users through settings adjustments in the Windows Insider Program's Feature flags.

Winsage

October 8, 2026

Can Windows on Arm really challenge x86?

Nvidia is launching its Arm-based RTX Spark platform, which aims to challenge the x86 architecture and support Microsoft's Windows on Arm strategy. The platform leverages Arm's energy efficiency and performance capabilities, potentially allowing it to compete with traditional x86 systems. Nvidia's entry into the market could drive innovation and competition, enhancing consumer products. Despite previous challenges faced by Microsoft's Windows on Arm initiative, Nvidia's involvement brings renewed optimism for Arm's market presence. The success of the RTX Spark platform may indicate the future viability of Arm within the Windows ecosystem.

Winsage

October 8, 2026

From searching to doing: Building a faster, more streamlined Windows Search

Search functionality is essential for navigating Windows PCs, and enhancements to the Windows Search Box were initiated in July to declutter the interface and improve user control. A new Windows Search experience powered by WinUI 3 will be available on the taskbar for Windows Insiders starting October 7, focusing on speed and efficiency with a streamlined design. The user interface has been simplified into a single list format, and improvements include better matching for typos and synonyms. Future updates will introduce inline previews, richer file details, and the ability to filter results. Inline actions will allow users to complete tasks directly from the search interface, such as toggling settings and managing their workspace. There are plans to integrate the new search experience into the Start menu and enhance its capabilities further. The new search experience is rolling out to Windows Insiders in the Experimental channel, with English as the initial supported language. Feedback can be shared through the Feedback Hub.

Winsage

October 8, 2026

Microsoft Windows and Surface event

A new initiative has been introduced to simplify the purchasing process by enhancing customer experience. Key components include: - Customers will provide essential location details: state, zip code, and country. - A dropdown menu will allow customers to select their state, reducing input errors. - The zip code input field will accommodate a maximum of seven characters for ease of entry. - A clear label will guide customers to specify their country, aiding in service customization. This redesign aims to improve user experience and operational efficiency.