The Kyield operating system provides optimal network management at the confluence of human and machine intelligence. The patented artificial intelligence system core is fully adaptive and tailored to the unique profiles of each entity with a simple natural language interface. The KOS manages data at a scale far beyond the ability of humans alone, enhances data integrity, prevents crises, improves productivity and provides rapid continuous learning for each individual, team, business unit and organization.