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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.
How Telangana’s MeeSeva migration to open source could make governments rethink software costs
Tech Optimizer
October 10, 2026

How Telangana’s MeeSeva migration to open source could make governments rethink software costs

In April 2026, Telangana's MeeSeva platform migrated from the Oracle database to the open-source PostgreSQL database after 15 years of reliance on Oracle. This transition aimed to reduce annual costs of approximately ₹10 crore associated with Oracle licensing and maintenance. The initiative began in 2023, and the migration was executed with less than four hours of downtime, processing around 80,000 transactions daily. The migration involved over 85 microservices, three Oracle servers, and 1,939 tables, with the process automated by the Ora2Pg tool, which handled 60-70% of the transition. The migration cost was below ₹10 lakh, and after the switch, MeeSeva processed nearly 200 million transactions without data loss. The new architecture includes automatic failover capabilities to minimize disruption.
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 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.
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.
Your Android phone could be infected before you turn it on
AppWizard
October 9, 2026

Your Android phone could be infected before you turn it on

Bitdefender researchers have identified a malware campaign called Midnight Mimosa that can be embedded in the software of low-cost Android devices before sale. This malware operates stealthily, allowing it to install and remove applications without user knowledge, generate fraudulent advertising activity, and convert devices into residential-proxy relay nodes for a botnet. It has been found on MediaTek-based, white-label devices marketed under misleading names. Users should be cautious of suspiciously cheap devices and look for signs of infection, such as unexplained ads, unfamiliar apps, sudden battery drain, and discrepancies in model names. Standard uninstallation or factory resets may not remove this malware, and users are advised to update their devices, review app lists, and contact sellers for refunds or replacements if they suspect infection. Mobile protection solutions can help monitor app behavior and alert users to potential threats.
Microsoft: Outdated Windows devices will stop receiving security updates
Winsage
October 9, 2026

Microsoft: Outdated Windows devices will stop receiving security updates

Microsoft will stop providing security updates for devices running unsupported versions of Windows after the Windows Update certificate rotation in May and June 2027, specifically on May 17, 2027, and June 19, 2027. Users and administrators are advised to upgrade to a supported version of Windows before these dates to maintain system integrity. Replacement certificates have already been issued for supported versions, requiring no action for those systems. Specific upgrade guidance includes: - Windows 11, version 25H2 and later: No action required. - Windows 11, version 24H2 and Windows Server 2025: Install the September 2025 security update or later before June 19, 2027. - Other supported versions of Windows 11, Windows Server 2022, and Windows 10: Install the July 2026 security update or later before June 19, 2027. - Windows 10 Enterprise 2019 LTSC, Windows Server 2019, and Windows Server 2016: Install the July 2026 security update or later before May 17, 2027. - Other Windows versions: Upgrade to a supported version of Windows client or Windows Server. IT administrators should evaluate their networks for unsupported Windows versions and ensure monthly updates are applied to supported devices. The directive does not apply to devices receiving updates through Windows Server Update Services (WSUS). Microsoft also announced the rollout of Windows 11, version 26H2, as an enablement package for eligible systems.
Amazon is gradually phasing out the Fire Tablet after 15 years: Why the return to Android?
AppWizard
October 9, 2026

Amazon is gradually phasing out the Fire Tablet after 15 years: Why the return to Android?

Amazon has announced that it will cease the development of new Fire Tablets and will focus on the Alexa Tablet line, which runs on Android and supports the full Google Play store. The Fire Tablet line, which began with the original Kindle Fire in 2011, will no longer produce new generations, although existing devices will continue to receive security updates. The new Alexa Tablet series includes three models: the Alexa Tablet 8, Alexa Tablet 11, and Alexa Tablet 12 Pro, with prices starting at .99. The Alexa Tablets offer access to popular applications and features that cater to reading enthusiasts, as well as integration with Amazon's Alexa AI assistant. Additionally, Amazon is launching the Alexa Kids Tablet, which includes Google Play and parental controls. The transition reflects Amazon's strategy to enhance its tablet offerings and improve the overall user experience.
Microsoft admits one bad driver can crash all of Windows, and Intel’s Windows 11 26H2-ready GPU drivers are next to get its fix
Winsage
October 9, 2026

Microsoft admits one bad driver can crash all of Windows, and Intel’s Windows 11 26H2-ready GPU drivers are next to get its fix

Microsoft is collaborating with Intel, AMD, and Nvidia to improve driver quality for Windows 11, addressing issues that can lead to system failures. Intel has confirmed that its GPU drivers are compatible with Windows 11 26H2, and recent updates have integrated support for this version. The Driver Quality Initiative (DQI) aims to enhance driver stability and quality across the ecosystem. Microsoft emphasizes that high-quality drivers are essential for reliable Windows performance and that a collective effort from all stakeholders is necessary. The DQI focuses on four principles: Architecture, Trust, Lifecycle, and Quality Measures, promoting user-mode drivers, stricter certification, removal of outdated drivers, and assessments based on stability, functionality, performance, power consumption, battery life, and thermal performance.
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