Engineering hiring

The hiring signal AI cannot fake: engineering judgment

August 23, 2026

AI can accelerate implementation. It cannot replace a candidate’s ability to identify the right problem, weigh tradeoffs, and verify a decision before shipping.

Evaluate the decision, not just the answer

Strong technical evaluation looks increasingly like strong engineering: establish context, reduce uncertainty, make a bounded change, and describe what to validate next.

Make reasoning observable

A useful assessment captures more than a passing test suite. It shows whether a candidate gave an AI tool clear constraints, inspected the output, ran the right tests, and could explain the tradeoff behind the pull request.