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Will QA engineers still exist in 2030? What skills will actually matter?

Yes — but the role transforms. Here's what survives:

Skills That Matter in 2030

01AI-native test architecture, not just automation
02Prompt engineering + LLM output evaluation
03Observability & production quality signals
04Contract testing in distributed, AI-driven systems
05Quality strategy ownership, not just execution
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