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AI acts as a surface-level technology that automates existing processes without changing fundamental hardware or kernel constraints. It serves as a planner that pulls strings on existing infrastructure rather than replacing the underlying system.
Impact: Businesses should focus on strengthening core infrastructure before layering AI, as AI cannot compensate for poor foundational engineering.
— from Kubernetes Strategy, Zero Token AI, and Infrastructure · Software Architektur im Stream· Sep 19, 2026