ComparEdge
AI Insights6 articles

AI Insights

Deep dives into artificial intelligence, machine learning models, and how they are reshaping the way we work and build software.

How Transformer Models Actually Work
AI Insights9 min

How Transformer Models Actually Work

Most explanations of transformers either oversimplify to the point of uselessness or drown you in matrix math. Here is a middle path - the conceptual model that actually helps when you are making decisions about deploying AI.

Alex Rivera
Alex RiveraApr 20, 2026
Claude 4 vs GPT-5: First Month Benchmark Results
AI Insights9 min

Claude 4 vs GPT-5: First Month Benchmark Results

Both models launched within six weeks of each other in early 2026. After a month of running them on real tasks - not just benchmarks - the picture is more nuanced than the leaderboard suggests.

Alex Rivera
Alex RiveraApr 15, 2026
GPT-4o vs Claude 3.5 Sonnet: A Developer's Take
AI Insights8 min

GPT-4o vs Claude 3.5 Sonnet: A Developer's Take

After six months running both models in production across three different applications, I have real data on where each one wins, where each one fails, and when the choice actually matters.

Alex Rivera
Alex RiveraApr 11, 2026
Setting Up an AI Coding Workflow in 2026
AI Insights9 min

Setting Up an AI Coding Workflow in 2026

I rebuilt my development setup from scratch six weeks ago to fully integrate AI coding tools. Here is what actually improved my output, what was hype, and the configuration that ended up sticking.

James Park
James ParkMar 30, 2026
The Hidden Costs of AI Tools Nobody Talks About
AI Insights8 min

The Hidden Costs of AI Tools Nobody Talks About

The listed price is only part of what you will pay. After auditing tool costs at four companies, here is where the real money goes - and how to think about it before you commit.

James Park
James ParkMar 18, 2026
How Cursor Changed My Development Workflow Forever
AI Insights8 min

How Cursor Changed My Development Workflow Forever

I was skeptical. I had used GitHub Copilot for two years and thought I had a handle on AI coding tools. Then I spent a month with Cursor and my entire development workflow changed. Here is what actually happened.

James Park
James ParkMar 17, 2026