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With AI, at a pace that wasn’t possible before. A project stuck with another team, one engineer who gets things done, or a system that needs to catch up and connect to AI: start from your situation below.

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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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