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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.
Windows 11 annual update is boring, but staying on 24H2 is a security risk
Winsage
October 10, 2026

Windows 11 annual update is boring, but staying on 24H2 is a security risk

Microsoft has released Windows 11 26H2 as a low-disruption update that activates existing features for users who have kept up with monthly updates. Users on version 24H2 should upgrade soon, as support will end on October 13, 2026, and they will no longer receive security patches. The end of support for various Windows 11 versions is as follows: 26H2 on October 9, 2028; 26H1 on March 14, 2028; 25H2 on October 12, 2027; and 24H2 on October 13, 2026. The 26H2 update includes new security features, Start menu customization, and improvements to File Explorer and AI integration. Users must have 24H2 or 25H2 installed to access the update, which may not be available to all devices due to compatibility safeguards. It is recommended to create a System Restore Point before updating.
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 tries to spark new life into Windows
Winsage
October 10, 2026

Microsoft tries to spark new life into Windows

Microsoft is evolving its vision for Windows by transforming the operating system into an agentic platform that integrates AI agents and hybrid intelligence, utilizing local models instead of relying solely on cloud solutions. CEO Satya Nadella highlighted this transition as a new era for the Windows ecosystem, emphasizing security, identity, and management features aimed at both AI developers and everyday users. Windows chief Pavan Davuluri showcased local AI models, including GitHub Copilot, and introduced the Surface Laptop Ultra, which is powered by Nvidia’s RTX Spark chips and designed for developers and creators. The Surface Laptop Ultra starts at ,599 and can reach up to ,999, positioning itself as a premium device. Microsoft also unveiled a redesigned Windows Search interface aimed at enhancing user experience, although no significant advancements for Windows 12 were announced. The company recognizes the need to demonstrate practical advantages for regular users to maintain Windows' relevance in a changing computing landscape, especially as AI agents on cloud-based Linux virtual machines pose a challenge to Windows' dominance.
5 best Minecraft seeds for 26.3
AppWizard
October 9, 2026

5 best Minecraft seeds for 26.3

Minecraft 26.3, known as the Wilderness Bound update, introduces the Dappled Forest biome and offers players a selection of notable seeds for enhanced gameplay. The following seeds are highlighted: 1. Dappled Forest Harbor Village (Seed: 1040674356) - Features a four-leaf clover-shaped Dappled Forest with a village by the water. 2. Deep Into the Forest (Seed: 698652434) - Contains a village within the Dappled Forest, surrounded by colorful foliage and mountains. 3. Mountain Village, Cherry Slopes, and Cavern Depths (Seed: 8303230368046258714) - Includes a plains village at the base of snowy peaks, cherry slopes, and an Ancient City beneath. 4. Mansion Crushes Village Spawn Island (Seed: 4358921489363102297) - A Woodland Mansion overlaps a village on the spawn island, creating a challenging start. 5. Massive Dappled Forest Double Village Spawn (Seed: -2071092601429184301) - Features two villages and extensive Dappled Forest near the spawn point. To use a seed in Minecraft, Java Edition players should select "Create New World," go to the "More" tab, and paste the seed. Bedrock users can find the seed field under "Advanced settings." Seeds may generate differently between editions and versions, and location references are approximate.
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.
A Medical Emergency Forced A User To Downgrade From Windows 11 26H2 To Windows 10, But The Matter Is Being Blown Way Out Of Proportion
Winsage
October 9, 2026

A Medical Emergency Forced A User To Downgrade From Windows 11 26H2 To Windows 10, But The Matter Is Being Blown Way Out Of Proportion

A user known as “u/Shanaudio” reverted to Windows 10 after experiencing frustration with the Windows 11 26H2 update. Following the update, he faced a family medical emergency and needed to research medical information online. The installation of the built-in Windows language input method took 20 minutes, compared to just 2 minutes on Windows 10. This delay prompted him to downgrade to the older operating system.
WhatsApp Spotted Testing New Contacts Tab on Android
AppWizard
October 9, 2026

WhatsApp Spotted Testing New Contacts Tab on Android

WhatsApp is testing a dedicated Contacts tab in its Android application, currently available in the beta version. This tab is integrated into the navigation bar and allows users direct access to their contact list, featuring a green dot indicator for online users. The new section includes birthday reminders with notifications and emojis, a search bar for locating contacts by name, phone number, or username, and sorting options for organizing the contact list by activity or alphabetically. Users who have disabled their "last seen/online" status will not appear as active.
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