Systems and methods for data exfiltration prevention in a zero-trust environment

A computer program product stored on non-volatile computer storage medium which, when executed by a computer system causes the steps to be performed of:

• receiving an algorithm and a data set within a secure computing node;
• training the algorithm on the data set to generate a set of weights;
• determining if the algorithm originated from a trusted source;
• performing unintentional data exfiltration analysis when the algorithm originates from the trusted source;
• performing intentional data exfiltration analysis when the algorithm does not originate from the trusted source, wherein the intentional data exfiltration analysis includes:
• measuring computational resources and memory loads available to determine a computational allowance;
• when the computational allowance is below a threshold performing one of differential privacy methodology, a data duplication or distillation analysis, a data injection analysis and a weight profiling analysis;
• when the computational allowance is at or above the threshold performing a post fact analysis;
• preventing exporting of the set of weights when an exfiltration event is determined;
• and
• exporting the set of weights when no exfiltration event is determined.