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AI engineering differs from traditional engineering due to the non-determinism of agentic applications; multiple successful responses can have different bodies, making traditional unit tests insufficient.

Impact: Forces a shift toward statistical evaluations and tracing over deterministic testing, changing how software quality is measured.

— from The Evolution of AI Engineering and Open Source · Engineering Culture by InfoQ· Apr 10, 2026