They said AI couldn't replace engineering workflows—until companies began shipping 10x more features with smaller, elite teams. An honest analysis of engineering velocity metrics, layoffs, and emerging roles.
Conduct an ROI analysis of adopting AI coding assistants across an 8-person engineering team. Calculate time saved on boilerplate, PR reviews, and unit test generation versus subscription costs.
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They said AI couldn't replace engineering workflows—until companies began shipping 10x more features with smaller, elite teams. An honest analysis of engineering velocity metrics, layoffs, and emerging roles.
