script

Winsage
January 9, 2026
Windows 11 has integrated AI features, including Copilot, which is pinned to the taskbar and embedded in applications like Notepad and Paint. Users cannot universally disable these features, although individual toggles exist. A community script called RemoveWindowsAI has been created to disable Windows AI features at the system level and modify Windows Update settings to prevent reinstallation. The script targets Copilot, Recall, and their integrations, allowing users to disable all features or select specific components. It operates by making registry changes and aims to eliminate visible AI entry points while maintaining their disabled status across updates. When executed, RemoveWindowsAI removes Copilot from the taskbar, uninstalls the app, and disables AI functionalities in applications. Users run the script through Windows PowerShell 5.1, and it can be rerun to re-enable features. The tool provides a consistent experience but has limitations, as it may not address new AI features or changes from major Windows updates.
Tech Optimizer
January 8, 2026
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.
Winsage
January 7, 2026
The integration of artificial intelligence into Windows 11 has led to mixed reactions among users, with some feeling overwhelmed by features like Copilot. RemoveWindowsAI is a free script that allows users to disable various AI features, including Copilot, Recall, and AI integrations in applications like Edge, Paint, and Notepad. The script modifies registry keys and prevents Windows Update from reinstalling these features. To use RemoveWindowsAI, users must launch Microsoft PowerShell 5.1, copy a command from the official GitHub page, and follow the prompts to select which AI features to disable. Testing the script showed that removing AI features significantly altered the user experience, with the Copilot icon and application disappearing from Notepad and Settings.
Winsage
January 6, 2026
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.
Winsage
January 5, 2026
Microsoft's latest Windows 25H2 builds have introduced AI features, but users cannot easily disable them through the interface, leading many to use third-party tools like the RemoveWindowsAI PowerShell script to eliminate components such as Copilot, Recall, and Input Insights. Windows Recall captures screenshots for AI-driven searches, raising privacy concerns due to the creation of a local database of full screenshots. Microsoft has also disabled phone activation for Windows 11, requiring internet connectivity for activation. The RemoveWindowsAI tool removes appx packages associated with AI, ensuring they cannot be reinstalled. Microsoft has announced the discontinuation of support for Windows 11 SE by October 13, 2026, impacting schools that rely on this version. Virtualization, such as using Proxmox, is recommended for users wary of telemetry practices. The RemoveWindowsAI project is evolving to enhance its capabilities in response to Microsoft's AI feature additions. Enterprise deployments are advised to test removal strategies in controlled environments, though some antivirus programs may flag the tool as malicious. Privacy advocates are concerned about the implications of Microsoft's changes on user control and data collection.
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