Everything on Systemic Engineering

AI acts as an amplifier of existing systemic issues. If an organization has poor predictability or efficiency before AI, AI will likely exacerbate those problems rather than solve them.

Impact: Forces a shift toward stabilizing core delivery metrics (Predictability and Efficiency) before attempting to scale AI adoption.

— from The Apex Framework: Measuring AI Impact in Engineering · Dev Interrupted· Apr 07, 2026