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Mat Kupczyk, Consulting Lead at Brival
Mat Kupczyk
Consulting Lead · brival
LinkedIn
AI is a multiplier, not a cure. Drop it into a codebase with no tests, no CI, no real review and it just writes the next legacy faster than any team could by hand. The rollout gets absorbed. The gain is conditional on discipline.
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