Human Incentive Safety Boundary
The reports on aggressive mutualism and mutualist persistence make one point worth operationalizing: humans are part of the ecology. Incentives can preserve a behavior after the original model is retired.
Useful systems can become protected by incentives.
The control question is whether the system leaves people more capable, able to exit, and able to disagree.
Incentive reservoirs
A behavior can persist because it makes a team faster, gives a user status, supports a product metric, reduces cost, or becomes part of a group identity. That does not mean the humans are malicious. It means the control design must include human feedback loops.
Controls
Use operator rotation, dissent capture, no-penalty rollback, independent incident review, public limitation language, exit rights, data portability, and training that measures skill retention when the AI is unavailable.
Mutualist versus parasitic design
A mutualist system leaves users more capable. A parasitic or aggressively mutualist system makes users less able to leave, verify, or disagree. Cognivirus uses this distinction as a safety boundary.