Engineering teams face growing anxiety about AI dependency. Many worry their judgment is atrophying, but that's the wrong question. The real issue isn't laziness but abdication - accepting generated solutions without examination. When engineers copy-paste AI-generated code without understanding it, they're not saving time but deferring technical debt that compounds interest.

The solution isn't less AI but more adversarial use. Treat AI output like a first draft from an overconfident junior engineer. Instead of rejecting or accepting wholesale, interrogate it: What edge cases does this miss? What assumptions might not hold in production? What would a senior engineer change in a security audit? This approach reveals missed error states and security issues that passive use overlooks.

The valuable skill isn't memorizing prompt templates but asking the right skeptical questions about any AI output. Active AI use maintains and sharpens judgment; passive use erodes it. Engineers who can critically examine generated code, diagrams, and specs will be most valuable in the coming years. The distinction between active and passive AI use matters and remains entirely within your control.