This invention discloses a trusted underlying implementation framework and
system for a human-
machine collaborative intelligent
system. Through a five-layer closed-loop rigid design, it achieves irreversible hardware-level isolation of raw privacy data, automatic blocking of inducing instructions, full-link
traceability of interaction responsibility, non-inducing disclosure of the right to know, positive incentives for compliant behavior, and mandatory binding of trusted
authentication with access to national
public infrastructure. This invention provides a set of neutral, universal, and unavoidable industry-level security rules, preventing privacy abuse, algorithmic manipulation, responsibility shifting, and human-driven manipulation at the source. While ensuring technological innovation, it provides secure, fair, and sustainable underlying
technical support for human-
machine collaboration, brain-computer interaction, and
hybrid intelligence.