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Microsoft’s Windows 11 AI Integration Draws Backlash on Performance, Privacy Woes
Winsage
January 8, 2026

Microsoft’s Windows 11 AI Integration Draws Backlash on Performance, Privacy Woes

Microsoft's integration of artificial intelligence into Windows 11 has led to significant user dissatisfaction, with reports of sluggish performance, software bloating, and increased hardware strain. Users have experienced issues such as longer boot times, higher memory usage, and frequent glitches, particularly with features like Copilot, which disrupt multitasking. Outage trackers indicate surges in complaints about Microsoft Copilot, highlighting reliability issues. Concerns have also been raised about AI agents exhibiting hallucinations and security vulnerabilities, with users reporting risks of data leaks. Microsoft's claim that 30% of new Windows code is AI-generated has been met with skepticism due to persistent bugs. Hardware partners, such as Dell, have noted consumer disinterest in AI PCs, reflecting broader market hesitance. Privacy concerns have emerged regarding AI scanning user data, and internal reliance on AI for coding has led to notable errors. Security experts warn that deep AI integration could introduce new attack vectors. User feedback mechanisms have been criticized for slow responses, and there is a general call for AI tools that enhance rather than hinder user experience. Microsoft has adjusted its internal goals due to low demand for AI products, signaling a potential shift towards more user-centric updates.
Faster Is Not Always Better: Choosing the Right PostgreSQL Insert Strategy in Python (+Benchmarks)
Tech Optimizer
January 8, 2026

Faster Is Not Always Better: Choosing the Right PostgreSQL Insert Strategy in Python (+Benchmarks)

Inserting 2 million records per second into Postgres is achievable. The analysis explores five methods for inserting data into Postgres using Python, focusing on trade-offs in abstraction, safety, convenience, and performance rather than just speed. High-volume insert workloads are common in scenarios like loading records, syncing data, backfilling analytics tables, and ingesting events. Minor inefficiencies can lead to significant performance impacts. To interact with Postgres, the psycopg3 driver is used alongside SQLAlchemy, which provides two layers: Core and ORM. Psycopg3 is a low-level driver requiring manual SQL management, while SQLAlchemy Core offers a SQL abstraction, and the ORM maps Python classes to database tables, enhancing productivity but introducing overhead. Benchmarking involves measuring only the time spent transferring data from Python to Postgres, ensuring a fair comparison among methods. The fastest method may not always be the best due to maintenance costs, correctness guarantees, and cognitive load. The right insertion strategy depends on the existing data structure rather than just row count. The ORM is suited for CRUD-heavy applications, Core for data ingestion and analytics, and the Driver for maximum throughput in extensive writes. Performance issues can arise from mismatching abstractions, and reverting to a lower level may enhance performance. A guideline for choosing methods is: - Use ORM for applications prioritizing correctness and productivity. - Use Core for data movement or transformation balancing safety and speed. - Use Driver for pushing performance limits with raw power and full responsibility.
3 Free Windows File Managers That Beat File Explorer
Winsage
January 7, 2026

3 Free Windows File Managers That Beat File Explorer

Recent evaluations of three free alternative file managers—OneCommander, Files, and FileVoyager—show that they outperform Windows File Explorer in efficiency and usability, particularly for tasks like bulk renaming and data transfer. While File Explorer has improved with features like tabs and cloud integration, it still falls short for power tasks, requiring excessive clicks and context switching. OneCommander offers a familiar interface with dual-pane layouts, tabs, and interactive navigation, excelling in seamless navigation and file operations. It maintained stable connections during large data transfers. Files is a modern, open-source option with strong cloud support and effective media handling, benefiting from community-driven updates. FileVoyager provides extensive control with dual panes and customization options, appealing to power users who prefer keyboard-driven control. All three alternatives demonstrate improved interaction efficiency and stability during complex tasks compared to File Explorer, making them viable replacements for users managing extensive media libraries or engaging in heavy bulk processes.
Use Patch My PC Home Updater to Update Windows Apps Automatically
Winsage
January 7, 2026

Use Patch My PC Home Updater to Update Windows Apps Automatically

Patch My PC Home Updater is a tool designed for Windows 11 PCs that manages third-party application updates automatically. It scans installed applications, identifies outdated ones, and facilitates updates from a single interface without requiring sign-up or advertisements. The tool supports over 500 common applications and uses color coding to indicate app status. It pulls updates from official sources and verifies them with VirusTotal for security. Features include silent mode for background updates, scheduling for automatic updates, and basic app management capabilities such as installing new applications and bulk uninstalling programs. The updater enhances security by swiftly patching vulnerabilities and integrates with Windows Defender for comprehensive protection. Users can easily set up the tool, automate updates, and customize settings as needed.
How to generate a Wi-Fi report on Windows 11
Winsage
January 6, 2026

How to generate a Wi-Fi report on Windows 11

Connectivity issues with wireless adapters on Windows 11 can include sluggish internet speeds, sporadic connections, or complete disconnection from networks. These problems may arise from outdated drivers, signal interference, router limitations, misconfigured settings, physical distance, or issues with the internet service provider. To generate a wireless report, open Command Prompt as an administrator and enter the command: netsh wlan show wlanreport. The report will be saved as an HTML file, typically located in C:ProgramDataMicrosoftWindowsWlanReport. The Wi-Fi report provides details on connection sessions, including duration and errors, and includes sections for report info, general system info, user info, network adapters, and script output. It summarizes connection successes and failures, and catalogs wireless session events with specific details. The report can help diagnose issues like driver problems, authentication failures, and unstable connections, but it does not automatically fix network problems. It lists the wireless adapter name, driver version, and error codes for troubleshooting purposes.
Google’s AI Android Updates Spark Phone App Glitches on Pixel Devices
AppWizard
January 2, 2026

Google’s AI Android Updates Spark Phone App Glitches on Pixel Devices

The phone app within Google's ecosystem has faced significant user frustration due to recent updates that disrupt essential functions like dialing and contact management. Users report issues such as the app failing to register incoming calls and cumbersome navigation following software patches. AI features introduced to enhance user experience often misfire, raising privacy concerns. The Pixel series has experienced bugs, including one that automatically declined calls. Updates to Google's search algorithm have inadvertently affected app performance, leading to instabilities. Monthly system updates prioritize new features over rigorous testing, resulting in a bloated app with sporadic functionality. Policy changes regarding data handling complicate app interactions, making simple tasks more laborious. Google's rapid release cycle has led to volatility in app performance, with security patches sometimes introducing new bugs. The integration of third-party services has created inconsistencies, and the overall Android ecosystem suffers from misalignment between updates. Users express dissatisfaction with the prioritization of aesthetics over functionality in updates. Critics argue that Google's approach mirrors past missteps, and experts recommend proactive user measures and improved developer practices to enhance app reliability.
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