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Winsage
October 15, 2026

The Windows blue screen of death could have looked completely different if a 33-year-old decision had gone another way

The blue screen of death (BSOD) is a symbol of system failure for Windows users, indicating catastrophic failures and initiating a restart to protect data and hardware. The blue color was chosen for its legibility and familiarity during the development of Windows NT. The BSOD originated in the early 1990s with Windows NT 3.1, designed by John Vert, who was inspired by the color scheme of a MIPS workstation. Earlier versions of Windows, like Windows 3.1, had blue screens but were not classified as true stop screens. The BSOD evolved through various Windows versions, with Windows 8 introducing a sad face and Windows 10 adding a QR code for troubleshooting. In 2024, Microsoft transitioned to a black screen in Windows 11 24H2, marking a significant change in user experience and design principles. This change has received mixed reactions, with some users finding the black screen less reassuring compared to the familiar blue screen.
Windows 11 October updates fix zero-day, VPN failures, and black screens
Winsage
October 14, 2026

Windows 11 October updates fix zero-day, VPN failures, and black screens

Microsoft released its October 2026 Patch Tuesday updates for Windows 11, addressing 1,413 vulnerabilities, including a critical fix for an exploited Windows Shell vulnerability (CVE-2026-96951) that bypasses Mark of the Web defenses. This update is the last monthly security update for Windows 11 24H2 Home and Pro users, who must upgrade to a supported version for future security fixes. The update packages KB5127648 and KB5127646 cover versions 24H2, 25H2, and 26H2, and also include fixes for reliability issues such as Explorer.exe startup failures, VPN connection problems, and gaming mouse stuttering. Additionally, the update resolves issues with AC-3 playback, printing failures, and fingerprint sign-in failures after a cold boot. Users are advised to install the updates promptly and restart their systems to complete the process.
Windows 11 24H2 hits end of updates Oct. 13: What you should do now
Winsage
October 12, 2026

Windows 11 24H2 hits end of updates Oct. 13: What you should do now

Windows 11 version 24H2 for Home and Pro systems will stop receiving security updates on October 13, 2026. After this date, these editions will not receive any updates or technical support, although they will still boot. Windows 11 Enterprise, Education, IoT Enterprise, and Enterprise multi-session editions will continue to receive support until October 12, 2027. Organizations are advised to verify their systems' versions and editions, especially for those without endpoint management systems. Windows 11 25H2 and 26H2 are available as upgrade options, with 25H2 supported until October 12, 2027, and 26H2 supported until October 10, 2028, for Home and Pro editions. The rollout of 26H2 will be phased, and safeguard holds may be implemented if compatibility issues are detected. Unmanaged Home and Pro devices on 24H2 will automatically receive 25H2, while managed devices may require IT intervention. Regular monitoring and proactive management of Windows versions are necessary to ensure compliance and avoid future deadlines.
dbForge 2026.2 Adds a PostgreSQL Debugger, Visual Object Editors and Broader Context for dbForge AI Assistant
Tech Optimizer
October 11, 2026

dbForge 2026.2 Adds a PostgreSQL Debugger, Visual Object Editors and Broader Context for dbForge AI Assistant

Devart has released dbForge 2026.2, a unified database management ecosystem for PostgreSQL developers, featuring an embedded PostgreSQL Debugger that allows for efficient error tracking in server-side code. The Debugger enables breakpoints, step-through code execution, and real-time monitoring of variables and query results. Visual editors for PostgreSQL event triggers, functions, and procedures have been introduced, allowing for easier management without manual SQL writing. The dbForge AI Assistant now offers expanded context awareness, enabling users to attach various documents and select from multiple AI models for generating relevant SQL code. A free Express edition of the AI Assistant is available, with limited features compared to paid plans. Additionally, new SQL refactoring commands and schema comparison improvements have been implemented, along with updates for compatibility with MySQL 26.7 and MariaDB 13.x.
Android Malware Caught by Teaching AI to Read Apps as Pictures
AppWizard
October 11, 2026

Android Malware Caught by Teaching AI to Read Apps as Pictures

A research team from Turkey, led by Erdal Başaran and Ömer Okucu of Ağrı İbrahim Çeçen University, along with Yusuf Alaca from Hitit University, has developed an innovative detection framework for Android malware that utilizes a visual approach. This framework transforms key features of Android applications into images, allowing a Vision Transformer to differentiate between benign software and malware. The researchers created two types of images from static and dynamic analysis features: a conventional 2D grayscale image and a QR code image. Separate Vision Transformer models were trained on each image type, and spatial pooling features were extracted from deeper layers to create a comprehensive representation of application behavior. To refine the fused feature vector, Recursive Feature Elimination (RFE) was employed, enhancing classification clarity and reducing computational load. The final classification utilized a majority-voting ensemble strategy, achieving a detection accuracy of 98.72 percent, surpassing standalone models. The study demonstrates that the multimodal system outperforms individual grayscale or QR code pathways. The dataset used is publicly available, promoting reproducibility. The framework's reliance on static and dynamic analysis features allows it to adapt to new threats, and the novel QR code representation offers distinctive visual signatures of malicious behavior. However, challenges remain regarding feature extraction quality and computational demands.
A practical guide to cost optimization with Lakebase Postgres
Tech Optimizer
October 11, 2026

A practical guide to cost optimization with Lakebase Postgres

Lakebase is a fully managed Postgres database designed for modern application development, featuring an architecture that separates storage and compute with a serverless compute layer. This design allows for cost efficiencies through various mechanisms: 1. **Branching**: Developers can create isolated environments for development, testing, or experimentation without duplicating storage costs, as branches share the same underlying storage. 2. **Autoscaling**: Lakebase adjusts compute resources based on activity levels, allowing users to pay only for the compute they use. It can scale down during low activity and can be suspended entirely after inactivity, reducing costs to zero. 3. **Read Replicas and High Availability**: The separation of storage and compute allows for adding read replicas and high availability without incurring additional storage costs, as these instances utilize the same storage layer. 4. **Synced Tables**: Integration with the Databricks Intelligence Platform enables efficient data syncing, allowing users to sync only the necessary working set of data, which helps avoid unnecessary storage and sync costs. 5. **Sync Modes**: There are three sync modes (Snapshot, Triggered, Continuous) for transferring data from the Lakehouse to Lakebase, each with different cost implications based on data freshness requirements. 6. **Right-sizing Compute**: Users can set the initial compute range during project provisioning to avoid over-provisioning and unnecessary costs. 7. **Monitoring and Metrics**: The Lakebase Metrics dashboard provides insights into working set size and cache utilization, helping users optimize their compute sizing and performance. 8. **Point-in-Time Restore (PITR) and Snapshots**: PITR maintains history for recovery within a configurable window, while snapshots offer discrete recovery points. Both are priced lower than standard storage, making them cost-effective options for data recovery. Lakebase costs are categorized into compute, storage, and serverless pipeline compute for syncing data. Compute is measured by CU usage, while storage includes branch storage, PITR history, and snapshot storage, all tracked separately. Users can access detailed usage and cost information through system billing tables.
Microsoft Windows and Surface event
Winsage
October 8, 2026

Microsoft Windows and Surface event

A new initiative has been introduced to simplify the purchasing process by enhancing customer experience. Key components include: - Customers will provide essential location details: state, zip code, and country. - A dropdown menu will allow customers to select their state, reducing input errors. - The zip code input field will accommodate a maximum of seven characters for ease of entry. - A clear label will guide customers to specify their country, aiding in service customization. This redesign aims to improve user experience and operational efficiency.
Terraria turned into a Minecraft analogue - you can play in 3D with a first-person view
AppWizard
October 5, 2026

Terraria turned into a Minecraft analogue – you can play in 3D with a first-person view

Developer Eastern-Willow214 has released an early build of "Terraria Unbound," a modification that transforms the game into a three-dimensional experience, available via tModLoader. The mod features a 2304-block high world and retains core mechanics like resource gathering, building, exploration, and combat. It includes multiplayer functionality but is in an "experimental" phase, with potential bugs and compatibility issues. The mod can be accessed through the Steam Workshop for free, and future updates may support popular mods like Thorium and Calamity.
Microsoft confirms Windows 11 26H2 is crashing some games and apps, promises to fix it in the next update
Winsage
October 4, 2026

Microsoft confirms Windows 11 26H2 is crashing some games and apps, promises to fix it in the next update

In October 2026, Microsoft is addressing ongoing issues from its September updates for Windows 11, particularly related to audio decoding. Certain applications and games using Windows' built-in AC-3 (Dolby Digital) audio decoding may crash when users adjust volume or audio settings. This issue primarily affects older applications and games, while most modern apps are expected to function normally. Microsoft has issued multiple updates, including a mandatory Patch Tuesday update and an emergency patch, but some audio problems remain unresolved. The September updates also introduced a significant increase in security fixes, addressing 974 vulnerabilities compared to 86 in September 2025. Additionally, an emergency update disrupted the functionality of File History, which Microsoft is investigating. An optional update aimed to fix File History but led to new crashes in various applications. Microsoft is currently working on a resolution for the audio-decoding bug without a specified timeline.
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