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AI Pulse briefMixed5 min read

AI coding tools are turning software interviews into judgment tests.

The old interview asked whether you could write code under pressure. The better interview asks whether you can ship reliable software when AI writes the first draft.

Updated 27 April 2026

The old test is showing its age

A whiteboard problem was always an imperfect proxy for real engineering. AI makes it stranger. In the workplace, engineers will use tools. In interviews, many companies still pretend they will not.

That gap creates theater. Theater is bad hiring.

The better screen

Give candidates a generated implementation with subtle bugs. Ask them to review it, test it, improve it, and explain the risk. This is much closer to the work they will actually do.

Strong engineers will stand out because they understand failure modes. Weak engineers will accept plausible output too quickly.

What candidates should prepare

Practice code review. Practice writing tests. Practice debugging unfamiliar code. Practice explaining tradeoffs in plain English.

The future interview is less about whether you can summon syntax from memory and more about whether you can tell good software from expensive nonsense.