Clarify the specific AGI risk you want to reduce
Limit model capabilities in high-risk domains
Restrict access to powerful compute
Enforce strong model evaluation before deployment
Add robust human oversight for critical actions
Use staged release and monitoring
Implement strict access controls and authentication
Apply sandboxing and isolation for agentic systems
Reduce autonomous tool use by default
Log and audit all high-impact model actions
Build fail-safe shutdown and rollback mechanisms
Red-team models for misuse and emergent behavior
Train on safer objectives and alignment methods
Filter dangerous training data where appropriate
Improve interpretability and anomaly detection
Coordinate international governance and standards
Require incident reporting and transparency
Conduct continuous post-deployment monitoring
Limit self-modification and recursive automation
Separate research, deployment, and control functions
Invest in security against model theft and tampering
