Engineering Blog
Technical insights on Optimizely CMS, Commerce, and the modern .NET ecosystem.
Markdown vs Vector Database for AI LLMs: A Beginner's Guide
Wait β aren't these two different things? Yes, and that's exactly the point. Comparing Markdown and Vector Databases is a bit like comparing a Word document to a filing cabinet. One is a format, ...
Cursor Cloud Agents Explained: My Machines, Self-Hosted Pool, and How It All Works
Cursor quietly shipped one of its most significant infrastructure updates in March 2026: Cloud Agents. The feature itself is not entirely new β the concept of background agents running in isolat...
How AI Can Make Logging Timesheets Actually Easy
If you've ever had to log timesheets at the end of a long workday, you know the feeling: you stare at a form, trying to remember exactly what you worked on, for how long, and under which project c...
Tokenmaxxing: Is Burning More AI Tokens Actually a Sign of Productivity?
Jensen Huang says he'd be "very concerned" if an engineer earning $500,000 a year spent less than $250,000 on AI tokens. Andrej Karpathy says "the name of the game is tokens." Meta's CTO calls hea...
Skill-Based AI Execution: When Prompts Are No Longer Enough
When Prompts Are No Longer Enough There's a specific moment every senior dev hits when working with AI β not when it starts making mistakes, but when you realize you can no longer predict when it w...
When Salary Comes in Tokens: Jensen Huang, NemoClaw, and the Agentic Economy
Jensen Huang walked onto the GTC 2026 stage in front of 30,000 people and said something I think will be quoted for years: "OpenClaw is the operating system for personal AI. Mac and Windows are th...
How I Used AI to Build Ginbok.com β From Idea to Production in My Spare Time
Ginbok.com started as a side project I spun up in my spare time β a personal blog powered by Optimizely CMS 12 on the backend and Next.js 14 on the frontend. What made this build different from my...
Hunting the CPU-hogging "Virus" with AI Agents: When the Terminal is No Longer Scary
Lately, my desktop computer suddenly became hot, and the cooling fan roared loudly even though I wasn't running any heavy software. Opening Task Manager, the culprit was clearly named, a strange pr...
Outcome-Based Pricing in the Age of AI: Promise, Problems, and the Hybrid Reality
The Shift Nobody Planned For For decades, software pricing followed a simple logic: count the seats, multiply by a monthly fee, collect recurring revenue. It worked because the cost of delivering s...
MCP Deployment Strategies: Stdio vs. HTTP SSE vs. WebSocket
The Model Context Protocol (MCP) has rapidly emerged as the standard for connecting Large Language Models (LLMs) to external data sources and tools. As architects and developers, choosing the right...