Is AI Code Generation Worth It? The Real ROI After 6 Months in Production

Reading Time: 7 minutesWondering if AI code generation is worth it? After tracking multiple engineering teams for 6+ months, the data reveals a troubling pattern: initial 40% velocity gains crash to 50% below baseline by month six. Learn when AI coding tools provide real ROI and when they create expensive technical debt.

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The Complete Beginner’s Guide: Moving from Windows 10 to Ubuntu Desktop

Reading Time: 9 minutesWindows 10 support ends October 2025, and Microsoft wants you to upgrade or buy new hardware. There’s a better way! This comprehensive guide walks complete beginners through switching to Ubuntu Desktop—a free, secure operating system that breathes new life into older computers. Learn how to download Ubuntu, create a bootable USB drive, and complete the installation process step by step.

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Setting up a new backend today: Node.js + Express, MongoDB, JWT, CORS, logging, and PM2 (what I use and why)

Reading Time: 5 minutesI spin up a lot of small APIs. Here is the stack I keep coming back to for a solid, modern, and secure baseline. Libraries first, plus short “why,” then a skinny walkthrough you can copy. Core stack Folder layout Install Minimal app.js JWT auth middleware middlewares/auth.js Users model models/User.js Validation example with Zod Auth

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The Best Mini PCs of 2025: Budget to Beast, and Everything in Between

Reading Time: 7 minutesLooking for the best mini PC in 2025? This guide compares top ready-to-use models for every budget and use case, including work, gaming, and home setups. See which system delivers the best performance for your money.

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Hardening Your Ubuntu Server: Lessons From a Real Intrusion Attempt

Reading Time: 9 minutesA step-by-step guide to hardening your Ubuntu server after detecting suspicious traffic. Learn how to audit services, lock down unnecessary ports, and apply essential security measures every admin should know.

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