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
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.
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,
When Plugins Move Markets: Lessons from a Single-Day “SaaSpocalypse”
Anthropic’s rapid rollout of open‑source plugins for Claude Cowork—especially a legal workflow plugin—triggered a market shock that erased roughly $285 billion in software, legal‑tech, and related stocks in a single day. The episode is less about one technical breakthrough and more about a strategic shift: model providers are moving from offering raw capability to delivering vertical workflows. That marginal step
Microsoft Adds Native System Monitor (Sysmon) Support to Windows 11
Microsoft has begun shipping System Monitor (Sysmon) as a native, opt-in capability in Windows 11 preview builds. This change moves a widely used, high-fidelity endpoint telemetry tool from an optional Sysinternals download to an OS-managed feature. For security teams, IT operations, and incident responders, native Sysmon promises simpler deployment, stronger integration with Windows management channels, and a more consistent telemetry