An LLM Is Not a Compiler: Why Skipping AI Code Review Is Risk Transfer
Comparing AI code to compiler output is a dangerous false analogy. Here is why the trust model breaks down.
11 min read
Blog
Engineering judgment, system design, and the skills that make senior engineers effective.
Software Engineering Skills That AI Cannot Replace
A UC San Diego study found zero professional developers practice vibe coding. Here are the skills that separate productive AI-assisted engineers.
9 min read
How to Review AI Generated Code When Agents Find Bugs Faster Than You
AI agents scan entire repos for bugs in minutes. Your job is no longer finding issues. It is deciding which ones matter.
11 min read
Why Elite Developers Are Writing Code by Hand Again
Top engineers are hand-coding critical logic to fight AI coding skill atrophy. Learn the deliberate practice framework that keeps engineering judgment sharp.
10 min read
Vibe Coding vs Agentic Coding: What Actually Works in Production
Vibe coding and agentic coding are two different relationships with AI. One builds skills. The other quietly erodes them.
12 min read
System Prompts Beat Model Quality
Why engineering discipline matters more than LLM capability. Four principles for reliable AI code.
11 min read
What Happens When Your AI Assistant Gets Worse
Claude Code quality regressed. Here's what it means for your code and the judgment skills you need to survive tool degradation.
12 min read
When Your AI Assistant Gets Dumber
Claude Code regressed on April 11. Here's what it means for your code, your judgment, and why defenses matter more than trust.
9 min read
Why AI Gets Frontend Wrong (And Why That's Your Superpower)
Learn why AI struggles with frontend development and why that gap makes engineering judgment more valuable than ever.
10 min read
When AI Code Passes Tests But Fails in Production
AI generates syntactically correct code. Your team can't evaluate if it's production-ready. This is why engineering judgment is now irreplaceable.
14 min read
AI Code Generation and the Skills That Matter Most to Your Career
The real threat from AI isn't automation. It's the erosion of engineering judgment. Here's what actually changes for developers in 2026.
10 min read
System Design Exercises That Actually Prepare You
Move beyond memorizing architecture diagrams. Practice system design with interactive exercises that build real reasoning skills for engineering interviews and on-the-job decisions.
9 min read
Why Code Review Is the Best Way to Learn Engineering Judgment
Code review isn't just a quality gate. It's the fastest path to developing engineering judgment. Learn why reviewing code builds skills that writing code alone can't.
10 min read
The Tradeoff Matrix: A Framework for Better Backend Decisions
Every backend decision involves tradeoffs. Learn how to systematically evaluate caching, consistency, scaling, and database choices using a structured tradeoff matrix approach.
9 min read