Organization reduced headcount from 36 to 30 engineers while maintaining 2x subjective speed and 170% objective throughput over six months
Transformation was built on deliberate system design including custom workflows, metrics, and guardrails rather than simply adopting existing AI tools
Author emphasizes this is lived experience rather than futurist prediction, having implemented and measured the AI-first approach firsthand
Results suggest fundamental shift in software development practices when AI is integrated systematically into engineering workflows
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