Microsoft’s February 10, 2026 security update KB5077181 for Windows 11 (notably reported on affected 24H2 builds) has been linked to a troubling issue on a subset of systems: devices repeatedly restarting in an infinite loop after applying the patch. If your PC is caught in this cycle, or you manage endpoints in an organization and are seeing similar behavior, here’s
Author: Saugata Datta
I’m an IT/DevOps professional with many years of hands-on experience across Windows, Linux, Automation, Backup and Cloud. I love building real-world automations to make infrastructure reliable, secure, and self-healing. Through this blog, I share practical learnings from enterprise projects and my home-lab experiments on Cloudflare, Self-Hosting and everything in between. Always tinkering, always improving.
Claude Cowork finally lands on Windows
Anthropic’s Claude Cowork has arrived on Windows, closing a major platform gap and bringing its AI-powered desktop agent to a much larger share of enterprise users. The Windows release delivers local file access, multi-step automation, plugin integrations, and Model Context Protocol connectors, matching the macOS version and positioning Cowork as a mainstream productivity agent for knowledge work. What Cowork brings
From The Blinking Cursor to The Thinking Machine: A Memoir of Automation
There is a specific kind of silence that only exists in a server room late at night. It isn’t actually quiet—the fans are screaming, the air conditioning is humming like a jet engine, and the hard drives are clicking in a chaotic rhythm. But for those of us who have spent the last two decades in IT, it feels silent
When Money Talks and Machines Mimic: Ransomware, Extortion, and the AI Arms Race in Cybersecurity
The landscape of cyber threats has shifted decisively toward financially motivated crime. Extortion and ransomware now drive more than half of attacks with known motivations, as opportunistic criminal groups scale operations with automated tooling and AI. Speed, automation, and deception combine to inflict outsized damage on vulnerable organizations and public services. Why extortion and ransomware dominate Ransomware and extortion target
Sarvam AI Emerges as a Global Contender, Outperforming Gemini and ChatGPT
India’s Sarvam AI has rapidly gained global attention by delivering top-tier performance on key India-specific AI tasks, demonstrating that focused, localized engineering can outmatch broader, general-purpose models. Sarvam Vision: OCR breakthroughs Sarvam Vision, the company’s optical character recognition model, has achieved standout results on established benchmarks. It posted an accuracy score on olmOCR-Bench that surpasses several high-profile models, and it
Claude Opus 4.6: Anthropic’s powerful model for coding, agents, and enterprise workflows is now available in Microsoft Foundry
Claude Opus 4.6 represents a clear evolution in applying frontier language models to mission-critical enterprise workloads. By combining Anthropic’s latest reasoning and long-context capabilities with Microsoft Foundry’s governance, identity, and operational controls, organizations can transition from isolated experiments to production-grade, agent-driven systems. This release is significant because it is not merely about raw model performance; it is about enabling sustained,