Engineering Judgment Becomes Scarce as AI Automates Code

As AI tools handle more implementation, the value of engineering judgment—deciding architecture, trade-offs, and requirements—grows. Experienced engineers now spend less time coding and more on context collection, design, and validation. The bottleneck shifts from writing code to organizing information and making sound decisions under uncertainty.