Engineering Blog
Technical insights on Optimizely CMS, Commerce, and the modern .NET ecosystem.
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...
Smart Context System: Give Your AI a Long-Term Memory for Real Projects
The Problem: Your AI Has Amnesia Imagine you just joined a new project. You open Cursor, ask it why a certain tax calculation works the way it does — and it has no idea. It sees the code, but it...
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...
Accepted Diffs, Tab Completions, Agent Lines of Code — 3 Metrics That Show How Well You Use AI Coding Tools
Many developers use Cursor or GitHub Copilot every day but never really know if they're using it effectively. The feeling of "AI is helpful" isn't enough — you need concrete numbers. Cursor's Usa...
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...
MCP Server for E-commerce: AI Agents as the New Ops Team
"The future of e-commerce management is shifting away from building more complex internal dashboards and moving toward creating standardized interfaces where AI agents can act as an intelligent, sc...
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...