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Turning 10x developers into 10x value

The New Stack Bryan Ross

Organizations investing in AI for developer productivity often focus on code generation, which accounts for only 21% of developer time, leaving 79% of workflow untouched and limiting throughput gains to 5-10%. The real value comes from AI that reduces friction across the entire software development lifecycle—requirements translation, code review, testing, and deployment—integrated into mature CI/CD pipelines with strong governance. Traditional companies like banks and telecoms that already have rigorous engineering practices and governance frameworks see the most measurable returns because AI amplifies existing maturity rather than creating it from scratch.

Why it matters

When I sit down with leaders and ask why they’re investing in AI, the answer almost always comes back to The post Turning 10x developers into 10x value appeared first on The New Stack.

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