methods Archives

Winsage

October 11, 2026

Windows 11 version 26H2 is rolling out now — here’s how to get the update now and get the most out of the 2026 update

Microsoft is gradually introducing the Windows 11 2026 Update (version 26H2) to compatible devices. The update is optional and requires manual installation for users who want it before the general rollout. Users on versions 25H2 or 24H2 can update without a complete reinstallation, while those on version 23H2 or earlier must perform a full in-place upgrade. To install the update from Settings, users should open Settings, click on Windows Update, enable the toggle for getting the latest updates, check for updates, download and install, and restart the device. If the upgrade option is not visible, it may indicate incompatibility. The Media Creation Tool can be used for creating bootable USB media for users upgrading from older versions like 23H2 or Windows 10, but it requires a complete reinstallation. Steps include downloading the tool, selecting the USB drive option, and following prompts to create the installation media. Users can also download the Windows 11 version 26H2 ISO file from the Microsoft support website, mount the ISO, and run setup.exe to complete the installation.

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.

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.

AppWizard

October 10, 2026

We Built Bad Apple In Minecraft!

A recent shift in user authentication methods is occurring, with an increase in the use of passive sign-in features, particularly on platforms like YouTube. Passive sign-in allows users to access services without manual login by utilizing cookies and stored credentials, enhancing convenience while maintaining security. This trend aims to minimize barriers to accessing content, leading to increased user retention and engagement for businesses. However, companies must balance convenience with security to maintain user trust.

Tech Optimizer

October 10, 2026

Russian software taught to work more easily with large data arrays

Russian Postgres Professional has released an update to Postgres Pro AXE, version 2.0, which allows users to handle analytical data using standard SQL queries instead of specialized stored procedures. This update improves accessibility to analytical data, which is stored in Parquet format and managed through a dedicated metadata catalog. The system is designed for analytical workloads, supporting Online Analytical Processing (OLAP) and hybrid workloads. The first public version of Postgres Pro AXE was launched in January 2026, featuring vectorized analytical queries and compatibility with columnar storage. In the Russian market, alternatives to Postgres Pro AXE include Arenadata DB, optimized for corporate data warehouses, and Arenadata QuickMarts, a clustered columnar DBMS based on ClickHouse for rapid analytics.

AppWizard

October 9, 2026

AnyPS5 implemented 100% of the instructions GPU PlayStation 5 for playing PC games

The AnyPS5 project has achieved 100% implementation of graphics shader instructions, allowing for the direct porting and cross-linking of PlayStation 5 executable files to Windows and Linux without traditional emulation. The project has translated proprietary calls to the PS5's graphics chip into the SPIR-V format for rendering through the Vulkan API. While the complete instruction set coverage indicates successful implementation, it does not guarantee flawless operation in all scenarios. The project has demonstrated stable performance, running a 2D platformer at 60 frames per second on an Intel Core i5 processor and NVIDIA GeForce GTX 1050 Ti graphics card. The developers plan to implement key system libraries for the PRX format soon, leveraging architectural similarities between the PS5 and modern PCs. Additionally, advancements may support related initiatives like the kytyps5 translation layer for console games on PCs.

Winsage

October 8, 2026

You can now try Windows 11’s new Search that’s faster and can perform tasks for you

Microsoft has introduced a significantly enhanced Search experience in Windows 11, allowing users to locate files and applications more efficiently and perform tasks directly from the search bar. An experimental Battery Status widget has been added for Insiders, providing a view of battery levels for PCs and connected peripherals. The Narrator tool now enables users to read mathematical equations. Microsoft has enabled IAKerb by default for Windows clients to improve authentication processes and reduce dependency on NTLM. The Task Manager will include process grouping capabilities, starting with Microsoft Defender. Recent updates have fixed an issue with Windows Sandbox that caused error 0x80073712 during updates. Enhancements to the security key PIN entry experience have streamlined the sign-in process. Improvements to the taskbar have resolved lag in app window previews and enhanced settings persistence for multiple monitors. The Settings interface has been updated, removing the backplate from the UAC icon. File Explorer now supports font preview and installation from context menus. A fix has been implemented for an issue with msmpeg2ac3dec.dll that caused application crashes. The default lock screen widget setup is being updated, with the Weather widget taking precedence.

AppWizard

October 7, 2026

Differences Between Intel and Snapdragon Googlebook Explained

Googlebooks are available with two processor options: Intel and Snapdragon. Snapdragon models excel in running Android applications natively, while Intel models use a translation layer for compatibility. Google reports that 96.6% of the top 10,000 Android apps work on Intel Googlebooks, but 3.4% are unavailable due to hardware incompatibilities. Users may also face software limitations, such as the lack of multiple user profiles in Chrome and limited integration with Samsung smartphones.

Tech Optimizer

October 7, 2026

Antivirus: Do you still need it?

Purchasing antivirus software is often seen as necessary but can be frustrating, especially with built-in security features available on most computers. Windows includes Microsoft Defender Antivirus, which has been independently tested and scored well for protection, performance, and usability. Mac users have XProtect for malware detection. Users should verify that their existing protection is enabled and up-to-date before considering a subscription. Antivirus programs combat various types of malware, using methods like signature scanning and heuristic analysis, but they are not infallible. Research on antivirus effectiveness varies, with scores reflecting different criteria and not universally applicable detection rates. Subscriptions may be worthwhile if they offer specific features, but users should be cautious about renewal prices and unnecessary multiple installations. Maintaining updated software and practicing good security habits are essential for protection. For everyday use, built-in protection is often sufficient unless additional benefits justify the cost of extra software.

AppWizard

October 7, 2026

Here’s how readers sideload APKs on their Android phones in 2026

In mid-August, Google implemented sideloading restrictions on Android devices, introducing warnings and a 24-hour wait timer for installing apps from third-party sources. A reader poll with over 1,800 participants revealed that over 63% prefer manually downloading APK files directly from platforms like GitHub. Only 20.7% use alternative app stores, while 16% do not engage in sideloading and only use the Google Play Store. F-Droid is not recognized as a verified third-party app store by Google, but it is noted for its ease of use.