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We test the RTX Spark Superchip in Microsoft's Surface Laptop Ultra — Nvidia's Windows on Arm platform impresses in local AI, but gaming isn't its strong suit
Winsage
October 15, 2026

We test the RTX Spark Superchip in Microsoft’s Surface Laptop Ultra — Nvidia’s Windows on Arm platform impresses in local AI, but gaming isn’t its strong suit

Nvidia's CEO Jensen Huang introduced the RTX Spark platform at Computex 2026, which integrates the GB10 Superchip with a specialized version of Windows on Arm for local AI execution. Nvidia collaborates with Microsoft, Dell, HP, MSI, Lenovo, and Asus to create PCs that function as autonomous companions. The platform's local AI performance is assessed using a new benchmark called AgentPerf-local, focusing on completion time for AI tasks. The RTX Spark-powered Surface Laptop Ultra has shown good performance, though it comes with a high price of ,899 for 1TB of storage. The platform faces challenges due to rising DRAM and NAND prices and is still in development, with full software infrastructure yet to be established.
Windows 11 hides a Windows 7 folder that beats the Settings app, and I use it every day
Winsage
October 11, 2026

Windows 11 hides a Windows 7 folder that beats the Settings app, and I use it every day

The "God Mode" folder in Windows is a hidden feature that provides a streamlined solution to navigating settings by offering an organized index within a single folder. Users can create this folder by right-clicking on the desktop, creating a new folder, and renaming it to "GodMode.{ED7BA470-8E54-465E-825C-99712043E01C}". This transforms the folder icon to resemble the Control Panel, allowing quick access to various settings. The folder can be pinned to the Start menu or Quick Access for easier accessibility. It serves as a useful tool for users who frequently adjust settings, making tasks like managing USB settings or adjusting processor state limits more efficient.
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.
DBtune autonomous optimization blows PostgreSQL bottlenecks away
Tech Optimizer
October 10, 2026

DBtune autonomous optimization blows PostgreSQL bottlenecks away

DBtune, a startup based in Malmö/Lund, Sweden, was founded in 2020 by Dr. Luigi Nardi as a spin-off from Stanford University and Lund University. The company focuses on enhancing PostgreSQL's capabilities through autonomous database optimization technology and has raised .4 million in a seed round from various investors in July 2023, with support from the Wallenberg Foundation and Vinnova. DBtune's technology utilizes agentic AI for optimizing PostgreSQL databases by tuning server parameters, optimizing indexes, and monitoring autovacuum processes. The release of DBtune version 4.0 incorporates machine learning and AI to dynamically adjust server parameters and suggest optimal indexing strategies. The platform identifies and ranks potential index opportunities based on workload and provides recommendations for new indexes and maintenance of existing ones. A case study with Midwest Tape demonstrated a 10.8x performance improvement in database query runtime after employing DBtune for performance tuning. Benchmarking tests showed a transaction throughput increase of 87% during initial optimization, with a further 17% improvement on an already optimized system. Disk I/O activity was reduced by 43%, and WAL generation decreased by 23%. Dr. Nardi emphasizes the need for AI-driven optimization to manage the complexities of PostgreSQL databases and rising cloud costs, suggesting that significant code adaptations will be necessary for achieving fully autonomous PostgreSQL.
DroidDeck Brings SteamOS to Android Handhelds
BetaBeacon
October 4, 2026

DroidDeck Brings SteamOS to Android Handhelds

DroidDeck is an open-source project that allows users to run Valve's Steam client in Big Picture mode on Adreno Android devices and play Windows games through Valve's ARM64 Proton.
86Box Setup Guide 2026: Emulate a Windows 98 PC in 13 Steps
Winsage
September 24, 2026

86Box Setup Guide 2026: Emulate a Windows 98 PC in 13 Steps

86Box is an emulator that meticulously reconstructs vintage PCs, allowing users to boot operating systems like MS-DOS, Windows 95, Windows 98, and Windows XP. The latest version, 6.0, was released on May 31, 2026, featuring a native Windows ARM64 build and discontinuing support for macOS 10.13 High Sierra. It has approximately 2,400 monthly searches in the U.S., indicating a demand for setup guides among enthusiasts. Unlike DOSBox, which creates a generic DOS environment, 86Box emulates specific hardware components for authentic execution of various operating systems. Originally a fork of PCem, 86Box has expanded its supported motherboards and developed a community of contributors. Version 6.0 has established it as the preferred choice for retro-PC builders in 2026. Before installation, users need a minimum of a 64-bit Intel Core 2, AMD Athlon 64, or ARMv8 CPU, 4 GB of RAM, and a compatible host operating system. The installation process involves downloading the appropriate build, sourcing a legal ROM set, and configuring the virtual machine using the 86Box Manager. Users can select specific graphics cards and sound hardware to replicate the original systems accurately. The setup requires installation media for the guest operating system, which must be sourced legally. Common pitfalls during setup include ensuring the BIOS ROM is available, matching CPU speed to software era, and installing the correct drivers. A properly configured virtual machine should display a BIOS POST screen and boot the selected operating system. Troubleshooting common issues often involves checking for missing ROMs, uninstalled drivers, or performance settings. 86Box is open-source and legal to use, but users must ensure they have legitimate licenses for any software used within the emulator.
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