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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 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.
No, GTA 6 won't be playable on PC via Xbox Cloud Gaming, and Microsoft doesn't have exclusive streaming rights either, exec clarifies
AppWizard
October 7, 2026

No, GTA 6 won’t be playable on PC via Xbox Cloud Gaming, and Microsoft doesn’t have exclusive streaming rights either, exec clarifies

Matthew Ball, chief strategy officer at Xbox, clarified that GTA 6 will not be available for streaming on PC and will not be an exclusive offering for Xbox. He stated that while the game will launch on Xbox on November 19, it will not be streamed exclusively or to PC. The Xbox Cloud Streaming app for PC will not include GTA 6, and the decision to exclude PC from streaming options is notable given Rockstar Games' history of favoring console releases. Additionally, Xbox's new streaming limitations will restrict players to 15 hours of gameplay under the Xbox Game Pass Ultimate subscription, with extra hours available for purchase, coinciding with the release of GTA 6.
Your Windows PC can now reach other PCs through Windows App
Winsage
October 7, 2026

Your Windows PC can now reach other PCs through Windows App

Microsoft has launched a significant enhancement to its Windows App, now allowing general availability for remote PC connections on Windows. Users can access both physical and virtual Windows PCs, integrating resources from Windows 365, Azure Virtual Desktop, and Microsoft Dev Box into a single interface. The Windows App replaces the previous Remote Desktop app from the Microsoft Store and the standalone Remote Desktop client, while the traditional Remote Desktop Connection tool (mstsc.exe) remains supported. Users can connect to remote PCs by entering the computer's name or IP address, with options for display preferences and local resource redirection. All redirections are turned off by default for security, and connections can be saved and pinned to a Favorites list. Marvin Quinzon, Senior Program Manager at Microsoft, highlighted the importance of this update for users and organizations needing flexibility in cloud and traditional remote access scenarios.
From Windows to AI: Talee Brings the Microsoft Ecosystem Together for Modern Business
Winsage
October 2, 2026

From Windows to AI: Talee Brings the Microsoft Ecosystem Together for Modern Business

Talee helps businesses utilize Microsoft's technology ecosystem, which includes Windows, Microsoft 365, Azure, SQL Server, Visual Studio, security, and artificial intelligence. The company integrates these tools into cohesive solutions for organizations undergoing digital transformation. Talee emphasizes the interconnectedness of Microsoft's offerings, enabling organizations to leverage technologies like Microsoft 365, Azure, and AI tools effectively. The modern workplace has evolved with Microsoft 365 integrating productivity applications with cloud storage and collaboration tools. Talee supports the transition from traditional desktop computing to cloud infrastructure using Microsoft Azure. It also connects Microsoft SQL Server and Azure for data management. AI is increasingly embedded in Microsoft's ecosystem, enhancing user interactions with software. Talee's solutions cater to both end-users and developers, utilizing tools like Visual Studio and Azure. Security is a critical focus, with Microsoft providing comprehensive security measures across its ecosystem. Talee promotes viewing Microsoft's technology portfolio as an interconnected ecosystem rather than isolated products, facilitating organizations' ability to adapt to future technological needs.
I replaced Windows' Snipping Tool with ShareX for screenshots, but the best part is everything else it can do
Winsage
September 29, 2026

I replaced Windows’ Snipping Tool with ShareX for screenshots, but the best part is everything else it can do

The Snipping Tool in Windows has been modernized in Windows 11 but still has bugs that can disrupt user workflow. ShareX is a free and open-source alternative that excels in screenshot capabilities and offers advanced features, including precise selection tools, real-time editing, video recording, and GIF creation. ShareX supports multiple upload targets, including Imgur and cloud services like OneDrive and Google Drive, and allows users to upload various file types, including text documents to Pastebin. It includes bonus features such as a video converter, image comparison tools, and customization options for hotkeys. However, ShareX may be overwhelming for newcomers seeking basic screenshot functions, for whom the Snipping Tool remains a valid choice.
What Is End Point Security And How Does It Work?
Tech Optimizer
September 26, 2026

What Is End Point Security And How Does It Work?

Endpoint security is a suite of technologies and processes designed to protect devices connected to a business network from cyber threats. It includes various devices such as laptops, smartphones, tablets, servers, and IoT devices. Endpoint security employs a multi-layered approach, scanning for malware, regulating applications, and monitoring device activity for unusual behavior. It is distinct from antivirus software, encompassing a broader range of protective measures, including firewalls, encryption, application controls, patch management, and Endpoint Detection and Response (EDR). The rise of remote work and the increasing number of devices create a larger attack surface, making endpoint security essential for preventing breaches and safeguarding business operations.
Dutch government to replace Microsoft Windows with NixOS-based operating system
Winsage
September 25, 2026

Dutch government to replace Microsoft Windows with NixOS-based operating system

The Dutch government is launching the Digitaal Autonome Werkomgeving Overheid (DAWO) initiative to create a self-sufficient digital environment, featuring a custom Linux-based operating system and IT suite. DAWO will be based on the Dutch Linux distribution NixOS and will include an office suite, collaboration applications, cloud services, and management tools, with a stable version expected by 2027. Other European countries, such as Denmark, Switzerland, and France, are also pursuing digital independence, with France transitioning 250 employees to Linux-based workstations using NixOS and promoting broader Linux adoption within state administration.
Why ESG reporting standards matter in the Android and mobile tech ecosystem
AppWizard
September 19, 2026

Why ESG reporting standards matter in the Android and mobile tech ecosystem

ESG reporting standards are becoming increasingly important in mobile technology, affecting various aspects such as data management, material sourcing, energy consumption, privacy, supply chain dynamics, and product accountability. The lifecycle of mobile devices involves raw material sourcing, component manufacturing, device assembly, shipping, marketing, sales, updates, repairs, trade-ins, and disposal. Companies must understand ESG standards to create coherent sustainability narratives and may need to disclose supplier practices, carbon emissions, and governance documentation when partnering with larger firms. Consumers are now asking more questions about the longevity of software updates, repairability, data collection, packaging design, and the accountability of product creators. The rise of connected devices complicates ESG reporting due to extended product lifecycles and the need for ongoing software support. Companies should track product lifespan estimates, warranty data, repair trends, and update schedules to improve product quality and ESG reporting credibility. Emerging tech companies can start their ESG journey by cataloging product claims, consolidating evidence, designating ownership of records, and reviewing product lifecycle information. Global sustainability frameworks exist but may not align with consumer needs for straightforward product information. Successful mobile tech companies will need to bridge formal reporting requirements with accessible product-level communication. Trust and transparency in practices will increasingly influence consumer choices in mobile technology.
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