How zero-ingress network strategies protect private commercial IP from model training scrapes.
Hundreds of software developers paste proprietary algorithms into public commercial endpoints to debug basic syntax. These prompts are integrated into training matrices, risking exposure to competitors.
Enterprise defense begins with air-gapping. By shutting off active external interfaces and utilizing physical terminal boundaries and local GGUF arrays inside Duplex, source code is secured within local memory constraints, making siphoning impossible.