Software as a service (SAAS) services featuring software for digital twin technology for virtual prototyping of hardware configurations, validating firmware compatibility, and conducting scalability load-testing for heterogeneous internet of things (IoT) and industrial internet of things (IIoT) network architectures; Software as a service (SAAS) services featuring software for artificial intelligence (AI) agents for autonomous anomaly detection across distributed systems, predictive optimizat...