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Canada could save millions by developing its own operating system instead of relying on Microsoft Windows
Winsage
October 14, 2026

Canada could save millions by developing its own operating system instead of relying on Microsoft Windows

Canada is focusing on digital sovereignty in sectors like cloud computing and telecommunications, but the operating systems for government computers have received less attention. A study suggests that adopting a national, free, and open-source operating system could save Canada millions over the next decade and reduce reliance on U.S. technology providers. Currently, Microsoft Windows dominates the Canadian desktop market with a 63.75 percent share, costing the government over 0 million annually. Trust in U.S. technology has declined among Canadians, with 60 percent feeling they can never trust Americans the same way again. Open-source alternatives like Linux exist, which could be adapted into a national operating system based on Debian, allowing Canada to inspect and modify the code. Other countries, such as China and Germany, have developed their own operating systems, achieving significant savings. Transitioning to an open-source system would involve costs estimated between million and million over two years, compared to Germany's ZenDiS initiative. The projected gross savings from switching operating systems over ten years could range from 0 million to .13 billion, benefiting various sectors by reducing licensing fees and enhancing national security.
Microsoft: Windows 11 24H2 Home and Pro reached end of support
Winsage
October 14, 2026

Microsoft: Windows 11 24H2 Home and Pro reached end of support

Devices operating on the Windows 11 24H2 Home and Pro editions have reached their end of support as of October 13, 2026, meaning they will no longer receive monthly security updates or non-security preview updates. In contrast, the Windows 11 24H2 Enterprise and Education editions will continue to receive mainstream support until October 12, 2027. Microsoft encourages users to transition to Windows 11 26H2, which will be supported until October 2029. The rollout of Windows 11 26H2 is phased and will expand over the next few months. Additionally, systems running Windows 11 23H2 Enterprise, Education, and IoT Enterprise editions will cease to receive security updates in 30 days after the end of support for Windows 11 23H2 Home and Pro editions in November 2025. Windows Server 2022 has also reached the end of its mainstream support but will remain under extended support until October 2031. Users are advised to upgrade unsupported versions of Windows to continue receiving security updates.
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.
Designing a Concurrent Donation Ledger With FastAPI and PostgreSQL
Tech Optimizer
October 10, 2026

Designing a Concurrent Donation Ledger With FastAPI and PostgreSQL

Every year, billions of dollars flow through online crowdfunding platforms, leading to donor concerns about the allocation of funds. Traditional crowdfunding applications lack transparency, often leaving funds in unverified balances without real-time auditability or guarantees against double-allocations. GoodCause, a social impact platform, aims to address this issue by creating a system that ensures financial integrity and atomic fund distribution. Its architecture is based on mobile-first delivery, atomic auditability, and strict data isolation, utilizing technologies such as React Native, FastAPI, and PostgreSQL. The platform incorporates a mobile client for cross-platform navigation, a backend API for domain-driven routing, a database with Row-Level Security, and a payment gateway for secure transactions. A significant engineering challenge is preventing race conditions and double-spending in concurrent donation scenarios.
Why Antivirus Flags Game Tools and How to Verify Downloads Safely
Tech Optimizer
October 10, 2026

Why Antivirus Flags Game Tools and How to Verify Downloads Safely

In gaming, tools such as utilities, beta applications, and modding tools are often distributed as APK, IPA, or desktop files, and it is essential to investigate their origin, version, and any security warnings before installation. Antivirus software flags potential threats based on known malicious signatures, behavior patterns, and reputation data. Tools that modify game clients may receive heightened scrutiny, and classifications like “HackTool” or “Riskware” do not definitively indicate a file's functionality. Identical game utilities can exist on various platforms, and a familiar website does not guarantee authenticity. It is crucial to verify the publisher, update date, version, and installation method of a file. The SHA-256 hash verifies file integrity but does not ensure safety from malware. Calculating a file hash can be done using specific commands in Windows, macOS, or Linux. Multi-engine scanning platforms like VirusTotal provide insights, but a lack of detections does not guarantee safety. Even if a file matches its reference hash and raises no alerts, it may still violate online game terms. A pre-installation checklist includes confirming the publisher, checking file types, comparing SHA-256 hashes, reviewing security findings, keeping antivirus protection enabled, and consulting platform rules. A cautious approach integrates source verification, file integrity checks, security assessments, and compliance with platform regulations.
Microsoft’s AI-Powered Windows Strategy: 5 Things To Know
Winsage
October 9, 2026

Microsoft’s AI-Powered Windows Strategy: 5 Things To Know

Microsoft has transitioned its Execution Containers capability into general availability, creating a secure environment for AI agents on Windows 11. Nvidia's CEO praised Microsoft's MXC architecture as a revolutionary foundation for application development. Organizations are increasingly relying on managed service providers to navigate AI tools. The general availability of Microsoft Execution Containers allows organizations to define access for AI agents, with real-time policy enforcement. The open-source MXC library integrates across Windows, macOS, and Linux, helping manage agent interactions and mitigate risks. Microsoft is enhancing the Copilot experience with hybrid intelligence features and revamping Windows Search for better performance. Preorders for new Copilot+ PCs powered by Nvidia's RTX Spark technology are open, with shipments starting on October 16. Device partners like Dell, HP, and Lenovo are also launching AI PCs on the same date. Later this year, Dell and HP will introduce Nvidia’s DGX Station technology to enable local running of frontier-class AI models on Windows devices.
Jensen Huang remembers Windows early days, crediting Microsoft, says that 'Nvidia was founded because of Windows'; CEO Satya Nadella jokes: If you could just do a little transfer of...
Winsage
October 9, 2026

Jensen Huang remembers Windows early days, crediting Microsoft, says that ‘Nvidia was founded because of Windows’; CEO Satya Nadella jokes: If you could just do a little transfer of…

Nvidia CEO Jensen Huang stated that Nvidia was founded due to the introduction of Windows 3.1 in 1992, which laid the groundwork for GPUs. He highlighted that Windows 95 and DirectX allowed for the integration of GPUs into PCs, with DirectX 8 enabling the creation of the first programmable GPU featuring programmable shaders, leading to CUDA. Huang emphasized that without Windows, there would be no GeForce, and consequently, AI researchers might not have had the necessary computational resources for deep learning. The conversation also touched on a four-year collaboration between Nvidia and Microsoft that resulted in the RTX Spark project, which required over 4,000 engineering years and extensive testing across more than 1,200 applications. Laptops featuring RTX Spark are available for preorder, with shipments starting on October 16.
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