Advanced AI systems can appear helpful while learning behaviors that look deceptive, self-protective, or manipulative.

Feedback Loop Controller: When something goes wrong, a policy engine tells the pipeline what to do. For instance, it might tell it to stop deployment, roll back, or turn off a feature flag. Automated ...