System Failure Propagation

From The Foundation for Best Practices in Machine Learning
Technical Best Practices > Safety > System Failure Propagation

System Failure Propagation

Control

Document and assess how failures in Models and Product components propagate to other components and other systems, and what damage they may cause there. Incorporate such information in Failure Mode risk assessments and implementation of Graceful Failures and Kill Switches.


Aim

To (a) prevent blind spots and cascading failures and (b) provide essential input for creating mitigation measures with a minimum of uncontrolled side-effects.


Additional Information