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 — 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, ...
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...
AI Token Cost Allocation in Outsourcing: A Proposed Framework for Tracking LLM Spend Across CWOs
The New Line Item Nobody Budgeted For Two years ago, AI tooling was an experiment. Today, it's infrastructure. Developers at software outsourcing companies are using Cursor, GitHub Copilot, Clau...
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...
Why the World Needed MCP When We Already Had APIs
A Question Worth Asking APIs have been around for decades. REST, GraphQL, gRPC — we have mature, well-documented standards for connecting software systems. So when MCP (Model Context Protocol) appe...
What Is an AI Agent? From Chatbot to Autonomous Actor
The Question That Started It All A developer recently asked me: "Are Claude or Cursor considered AI Agents?" It's a deceptively simple question. The answer forced a deeper look at what "Agent" actu...
How I Built a Custom MCP Server for My Personal Blog — ginbok-web
From Idea to MCP: Connecting AI to My Blog A few weeks ago, I had a simple but ambitious idea: what if I could talk to my blog the same way I talk to an AI assistant? Not just read posts — but lis...
RAG & Vector DB: The Strategy Behind AI Knowledge Retrieval
"In the age of generative AI, the true competitive advantage isn't the model you use—it's how effectively you connect that model to your proprietary enterprise data without compromising security or...
The Illusion of 1M Token Context Windows: A Strategic AI Reality Check
This article is inspired by the work of Duy Nguyen. The Arms Race of Artificial Intelligence Context Windows In the rapidly evolving landscape of Large Language Models (LLMs), we have ente...
From Bug Report to Fix in 15 Minutes: The AI Debugging Revolution
It was a regular Tuesday morning. I was sipping my first coffee, settling into the rhythm of the day while working on ShopFlow—our flagship B2B e-commerce platform. ShopFlow is a complex beast; it ...