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Manufacturing is the key player in applied intelligent configuration, but software businesses are catching up too. Factoring out dependencies between components (or classes, services etc.) to separate configuration issues from application logic, is a well-tried SW-variability principle likely to evolve further in the era of machine learning (ML).   

Applied AI got its second wind from big data, Internet of Things (IoT), and adaptive Content Delivery Networks (CDN). Ever since compilers moved from rocket science “AI” to everyday life, each AI wave heightens the crossbar of automation toward more complex tasks.