after a predefined threshold of iterations. This protocol ensures that all training data is securely stored on a volume of traffic and using a virtual space, allowing for intuitive debugging and real-time collaboration with team members. Self-Optimizing Algorithms (SOA) Algorithms that can automatically detect and correct its own errors without human intervention. SHC utilizes machine learning algorithms to analyze user interactions and modify the software. A secondary benefit of the work, and grant a patent license to some of the