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Evidence-backed techniques for AI-assisted coding. No hype. Just what works.
The Verification Architect: A New Developer Role
As AI generates more code, the developer who designs verification systems becomes the most valuable person on the team. This is the career path nobody is talking about.
The Tailwind Lesson: Why AI Killed Documentation Businesses
Tailwind CSS revenue dropped 80% in January 2026. The lesson isn't about CSS frameworks — it's about which developer businesses survive AI and which don't.
Why 'Just Ask AI to Check' Doesn't Work
Naive AI self-correction fails. Structured multi-angle verification works. The difference is everything — and it's backed by research from ICLR, NeurIPS, and ACL.
AI Self-Verification: The Research That Changes Everything
Structured multi-angle AI self-verification improves code quality by 15-20%. Naive 'is this correct?' fails completely. Here's what the research actually says.
The 43-Point Perception Gap: Why AI Makes You Feel Fast While Making You Slow
Developers think AI makes them 24% faster. They're actually 19% slower. That's a 43-point gap between perception and reality — and it explains everything wrong with vibe coding.
Why I Don't Trust AI Code (And Neither Should You)
96% of developers don't fully trust AI-generated code. Only 48% actually verify it. The gap between distrust and verification is where bugs live.
The 70% Wall: Why Vibe Coding Falls Apart
AI gets you 70% there fast. The last 30% — edge cases, security, production integration — is just as hard as ever. Here's what to do about it.
The 10 Failure Modes of AI-Assisted Coding
Every AI coding failure falls into one of 10 patterns. Learn them, and you can prevent them before they happen.