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How and why we built Managed PostgreSQL for AI workloads
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.
Microsoft reveals plan to make Windows 11 Search much less painful to use, including a performance boost
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.
Microsoft’s AI-Powered Windows Strategy: 5 Things To Know
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.
Microsoft Stocks Rise as Windows Pulls AI Off the Cloud
Winsage
October 8, 2026

Microsoft Stocks Rise as Windows Pulls AI Off the Cloud

Microsoft is distributing artificial intelligence (AI) workloads between local Windows PCs and the cloud, with shares rising approximately 0.3% to 1.39 as of October 8. The strategy involves executing tasks on devices while using cloud resources for additional computing power. Microsoft has announced the general availability of Execution Containers to enhance security for AI agents. The upcoming Surface Laptop Ultra will support models with over 120 billion parameters, available on October 16, and Microsoft is introducing a 137-billion-parameter MAI Code model utilizing compression techniques. Microsoft shares are trading at 10.1% below the GF Value estimate of 1.09, indicating a valuation cushion. The company aims to reduce reliance on cloud services while enhancing Windows and developer offerings to create new revenue streams.
Amazon’s Alexa Tablets bring full Android and Google Play from $229.99
AppWizard
October 8, 2026

Amazon’s Alexa Tablets bring full Android and Google Play from $229.99

Amazon has introduced a new series of Alexa Tablets, marking a shift from its Fire tablets to devices that operate on Android and provide access to the Google Play Store. Three models were announced, priced between 9.99 and 9.99, set to launch on October 14 in the US, Canada, and Mexico, and on October 19 in the UK, Germany, France, Italy, and Spain. The flagship model, the Alexa Tablet 12 Pro, starts at 9.99 and features 8GB of memory, 128GB of storage, and a 12-inch display with a 120Hz refresh rate. A premium version with a Nanomatte anti-glare screen is also available. The lineup includes the Alexa Tablet 11 starting at 9.99 and the Alexa Tablet 8 priced at 9.99. Each tablet features Alexa+ with On-Screen Intelligence and a dedicated reading mode for the Kindle app. Amazon will discontinue Fire tablet production but will support existing devices for four years after the last shipment. The pricing of the new tablets is not affected by a recent memory chip shortage.
Windows Search learns to take orders
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.
From searching to doing: Building a faster, more streamlined Windows Search
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.
Windows Task Manager still speaks a language that's probably older than you are, but there's a reason why
Winsage
October 8, 2026

Windows Task Manager still speaks a language that’s probably older than you are, but there’s a reason why

Task Manager has been a key tool for Windows users since its introduction in 1996 with Windows NT 4.0, replacing the "Task List" utility. It has evolved over time but still retains terminology from earlier computing days when memory was limited. Terms like "Committed" memory, "Paged pool," and "Non-paged pool" reflect past priorities in memory management that are less relevant today due to increased RAM availability. The term "Handles" indicates open references a process has to system resources, which may confuse casual users. Microsoft has not updated the terminology to avoid disrupting IT administrators and developers who rely on established terms. Despite its outdated language, Task Manager continues to be a useful tool for system performance monitoring and diagnostics.
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