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Evidence-backed techniques for AI-assisted coding. No hype. Just what works.
The Session Lifecycle: 8 Commands That Turn AI Coding Into a System
Most developers use AI prompts one at a time. The real power is a repeatable 8-command loop that compounds across sessions. Here is the exact workflow.
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 Expert-Novice Divide: Why Senior Developers Ship More AI Code
Seniors are 2.5x more effective with AI than juniors. The reason isn't what you think: it's neuroscience, not experience.
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.
Breaking the Sunk Cost Spiral: Why the 2-Corrections Rule Saves Your Week
You've spent an hour correcting AI output. Walking away feels like admitting failure. But the psychology says: you lost this fight three prompts ago.
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.
Context Engineering: The Skill That Multiplies Everything Else
Prompt engineering is about what you say. Context engineering is about what the model sees. Master this one skill and everything else gets easier.
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.
Comprehension Debt: The Hidden Cost Nobody Measures
Technical debt lives in code. Comprehension debt lives in developers' minds. AI broke the coupling between writing and understanding, and nobody's tracking the gap.
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.
The Complete Guide
Master Paranoid Verification
80+ pages of methodology, prompt patterns, verification systems, and real-world strategies. Everything you need to build AI-assisted software you can actually trust.
$19 · PDF, 80+ pages