AI Hype Burnout
Why developers are exhausted by AI hype—and why genuine builders shouldn't give up on exploring what actually works beneath the noise.
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Why developers are exhausted by AI hype—and why genuine builders shouldn't give up on exploring what actually works beneath the noise.
So you've decided to try Spec-Driven Development with AI agents. You've seen the demos, read the testimonials, and you're ready to let AI accelerate your workflow. Great! But before you dive in, let me save you some frustration: there are 5 predictable ways this will go sideways, and every developer hits at least three of them.
Three practical patterns for AI-assisted development: spec-driven context, evaluation-driven quality, and structured code review. Solve stale docs, overwhelming PRs, and review bottlenecks.
Practical infrastructure, security, and adoption strategies for spec-driven context, evaluation-driven quality, and structured code review patterns.
Production observability, incident response, and ROI measurement for AI development patterns at scale.
How I went from AI skeptic to passionate advocate—and what finally changed my mind
An exploration of how AI accelerates software development and why human validation remains the crucial bottleneck in modern engineering.