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, ...
DevPulse: Architecture of a Real-Time AI Workspace
<![CDATA[ DevPulse started from a simple premise: project data should not be frozen. In most developer tools, AI features operate on a snapshot — data that was indexed last night, or whenever a bac...
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...
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...
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...
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...
Why AI-ERP Integration Fails: The Case for Semantic Architecture
This article is adapted from the architectural viewpoints of Ngo Tung Son on semantic-centric AI systems. In the current landscape of digital acceleration, enterprise leaders are increasingly askin...
Deep Dive: How Cursor and MCP Transform Natural Language into SQL
The landscape of software development is shifting from manual coding to agentic orchestration. One of the most significant breakthroughs in this transition is the ability for Large Language Models ...
Mastering AI-Driven Workflows: ai-devkit and antigravity-kit Guide
The transition from traditional coding to AI-augmented development has brought a specific set of frustrations that every senior engineer eventually encounters. Even with powerful tools like Cursor ...
Building Persistent AI Memory for Every Software Project
In the era of Generative AI, tools like Cursor and Claude Code have become indispensable for modern software engineers. However, a persistent friction point remains: the "Amnesia Effect." Every tim...