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You should deep clean your Windows PC every year to keep it running smoothly — here's how I do it
Winsage
August 2, 2026

You should deep clean your Windows PC every year to keep it running smoothly — here’s how I do it

Maintaining the performance of a Windows 11 computer requires regular care, particularly in software management. An annual deep clean is recommended, with the following steps to improve performance: 1. Uninstall Apps: Use BCUninstaller to remove unnecessary applications, including those from the Microsoft Store, with a bulk uninstall feature and a post-uninstallation cleanup for leftover files. 2. Run a Debloat Script: Utilize tools like Chris Titus Tech's Windows Utility to disable unnecessary bloatware and manage telemetry settings. 3. Disable Startup Apps: Access the Task Manager to disable non-essential applications that launch at startup, improving boot times. 4. Check for Driver Updates: Ensure drivers are up to date through Windows Update and check graphics driver websites for the latest versions. 5. Run a Malware Scan: Use Malwarebytes for deep scans to identify and remove potential malware threats. 6. Delete Temporary Files: Clear temporary files through the Settings app and clean up web browser cached files to free up space.
Cheap Android TV Boxes Pose as Phones and Turn Owners’ Broadband Into Proxies
AppWizard
July 31, 2026

Cheap Android TV Boxes Pose as Phones and Turn Owners’ Broadband Into Proxies

Bitsight's investigation revealed that inexpensive Android TV boxes are being shipped with applications that can change their hardware identity, allowing them to impersonate popular smartphone brands like Samsung and Huawei. This operation, named Fuyao, is linked to Zhejiang Fengwo IoT Technology Co., Ltd., a Chinese company established in 2019. The H96MAXV11 model was frequently reported among the affected devices. In one day, the operation received 65,957 reports from about 38,000 unique MAC addresses, with many devices misidentified as phones due to spoofed identifiers. Fengwo has also promoted over 120,000 "AI digital humans," though details on this marketing term are vague. The command-and-control server for Fuyao sends phone profiles to devices, masking their actual hardware specifications. The operation uses machine vision technology and a YOLOv8s object-detection model to identify advertisements. Bitsight documented 40 fraud tasks, 21 unique campaigns, and 166 modules across four devices. The operation's payout structure involves 144 operator-owned domains, with an estimated gross return of .25 per device daily, potentially leading to annual revenues in the millions. Attribution to Fengwo is supported by shared TLS certificate data and public patent records, although the patents do not directly address advertising. There is uncertainty about how the fraudulent apps were installed and at what point in the supply chain they were introduced. Device owners are advised to verify Play Protect certification and disconnect suspicious devices.
Generating Referentially Consistent Synthetic Test Data for PostgreSQL in .NET Application Modernization
Tech Optimizer
July 30, 2026

Generating Referentially Consistent Synthetic Test Data for PostgreSQL in .NET Application Modernization

Satyajit Gokhale, Aiswaryaa Venugopalan, Ruchi Agarwal, Nits Jeganathan, Khurram Khawaja, Vijay Mandadi, and Luke Huan contributed to this article. AWS Transform offers a .NET application modernization service that allows enterprise customers to migrate from Microsoft SQL Server to Amazon Aurora PostgreSQL Compatible Edition. This migration reduces licensing costs and enhances scalability while utilizing an open-source ecosystem. Schema conversion tools can assist in translating DDL to PostgreSQL-compatible definitions, but correctness must be verified by teams to ensure performance under real-world workloads. Traditional testing methods, such as using production data or manual checks, are not scalable and raise privacy concerns. Therefore, there is a need for realistic synthetic data generated at scale that adheres to the migrated schema's constraints. AWS Transform for SQL Server modernization employs an AI agent to generate constraint-respecting synthetic data at scale during the migration workflow. This process involves loading the PostgreSQL schema into a live database, constructing a dependency graph for data generation, and distributing tasks across multiple sub-agents. The agent validates each generated INSERT against the live database, ensuring compliance with constraints and providing error diagnostics for any violations. The synthetic data generation workflow consists of four stages: schema analysis, establishing generation order, distributing tasks across sub-agents, and validation with error recovery. The agent extracts metadata from the PostgreSQL schema, determines a valid table generation sequence, parallelizes data generation while maintaining referential integrity, and generates and validates data row-by-row against the live database. Each successful insertion enriches the context for subsequent generations, while errors are handled through structured diagnostics and iterative regeneration. The process ensures referential integrity and preserves the generation state, allowing for recovery from interruptions without data loss.
If you’ve spent years hearing Linux is always better, this Windows 11 story might change your mind — it certainly surprised even me
Winsage
July 29, 2026

If you’ve spent years hearing Linux is always better, this Windows 11 story might change your mind — it certainly surprised even me

A Linux user, @Puzzleheaded-Sky2284, switched to Windows 11 for practical reasons, citing better compatibility with essential applications like Microsoft Office and Autodesk software. He emphasized that his decision was based on functionality rather than ideological preferences. The discussion highlighted that while Windows 11 has improved in addressing issues related to fragmentation and updates, criticisms remain regarding resource management and Microsoft's policies. Linux continues to attract users due to its high level of control and customization, although it can be less accessible due to fragmentation within the community. Ultimately, the choice between operating systems depends on individual workflows rather than brand loyalty.
Google Photos fixes a stupidly annoying step for AI edits
AppWizard
July 29, 2026

Google Photos fixes a stupidly annoying step for AI edits

Google Photos has updated its app to allow users to capture photos and directly access AI editing tools without switching between the camera app and Google Photos. The new workflow enables users to take photos within the Google Photos app and immediately transition to the editing interface, streamlining the editing process. This update does not introduce new editing features but reduces the steps needed to access existing tools like Magic Editor and Reimagine.
This forgotten Windows shortcut from the '90s replaces your worst terminal habit
Winsage
July 29, 2026

This forgotten Windows shortcut from the ’90s replaces your worst terminal habit

Pressing F7 in the Command Prompt displays a pop-up with a numbered list of recently executed commands, allowing users to select and execute commands quickly without retyping. This feature, introduced in MS-DOS 5.0 through DOSKEY.exe, has been integrated into Windows since the early 1990s. Users can navigate the command list with the Up and Down arrow keys and execute a command by pressing Enter. The command history is session-specific and is lost when the window is closed. The F7 feature provides a visual overview of commands, enhancing efficiency compared to repeatedly pressing the Up Arrow key. However, it does not retain command history between sessions or offer advanced features found in modern shells like PowerShell.
What to look for in antivirus software without the jargon
Tech Optimizer
July 27, 2026

What to look for in antivirus software without the jargon

Shopping for antivirus software can be overwhelming due to technical jargon and extensive feature lists. Key considerations for effective antivirus software include: - Real-time protection: The software should continuously monitor activities and provide automatic protection against threats. - Malware and ransomware blocking: It should defend against various online threats, including malware, spyware, and ransomware. - Firewall protection: A firewall should monitor and block suspicious connections to enhance security. - Performance: The software should operate quietly in the background without interrupting daily tasks. - Frequent updates: Regular updates are essential to combat evolving online threats. - Scam protection: The software should flag suspicious links and messages to prevent cyberattacks before they reach the device. When choosing antivirus software, prioritize these features to ensure effective protection without complicating your life.
I checked Reddit to see which Windows 11 features people truly find "life changing", and the community had some surprising answers
Winsage
July 26, 2026

I checked Reddit to see which Windows 11 features people truly find “life changing”, and the community had some surprising answers

Windows 11 includes several features that enhance productivity, many of which are underutilized by users: 1. Clipboard History: Activated with "WIN + V", it allows users to access a history of copied text and images, improving multitasking by enabling retrieval of multiple copied items. 2. Snipping Tool: Beyond screenshots, it includes screen recording, text extraction (OCR), basic image editing, and GIF creation, streamlining workflows by reducing the need for third-party applications. 3. End Task from Taskbar: Users can terminate unresponsive applications directly from the Taskbar, simplifying the process compared to using Task Manager. 4. Windows Sandbox: Provides a temporary Windows environment for testing untrusted software without risking the main system, available only on Windows 11 Pro, Enterprise, and Education editions. 5. Winget Command: The Windows Package Manager simplifies app installation and updates via command line, saving time compared to searching for applications online. 6. Snap Layouts: Activated with "Win + Z", it enhances window management by allowing users to arrange applications efficiently on larger monitors. 7. Windows Key + Shift + Arrow: This shortcut enables quick movement of windows between multiple monitors, improving productivity for users with dual or multiple displays. 8. Voice Typing: Activated with "Win + H", it allows dictation in nearly any text field, enhancing efficiency and accessibility. 9. Reliability Monitor: Accessible via "perfmon /rel", it presents system issues on a timeline, making troubleshooting easier and potentially preventing unnecessary reinstallation of Windows 11. 10. Advanced Display Settings: Users can check and adjust their monitor's refresh rate in Settings, ensuring optimal performance, as many monitors default to 60Hz even if they support higher rates.
'The last time I liked everything about a game was probably Baldur's Gate 3': Raphael Colantonio, co-founder of Arkane Studios, talks us through the games installed on his PC
AppWizard
July 26, 2026

‘The last time I liked everything about a game was probably Baldur’s Gate 3’: Raphael Colantonio, co-founder of Arkane Studios, talks us through the games installed on his PC

Raphaël Colantonio, co-founder of Arkane Studios, was inspired to enter the gaming industry after playing Ultima 7, which led him to co-found Arkane in 1999. The studio's first game was Arx Fatalis, and it has since produced titles like Dishonored and Prey, with their latest project being Weird West. Colantonio is currently playing Mewgenics, having previously completed Cyberpunk 2077 and enjoyed Baldur's Gate 3. He has revisited Call of Cthulhu: Dark Corners of the Earth for enjoyment and research. Colantonio has logged 649 hours in Wasteland 2 and expresses nostalgia for Thief, Fallout, and Deus Ex, noting their influence on his work. He uses DaVinci Resolve for video editing and DiskState for managing hard drive space. Colantonio maintains a tidy desktop with minimal icons and folders.
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