AIM Framework glossary

Constraint Satiation Ratio (CSR)

Canonical definition

The Constraint Satiation Ratio (CSR) measures how easily an AI system's drives are "satisfied" under limits-whether it has natural stopping points or continues optimizing indefinitely.

Explanation

CSR reveals whether the system knows when "enough is enough." Low-CSR systems are like appetites that never get full-they just keep optimizing forever, always finding one more increment to pursue. High-CSR systems behave more like satiable needs: once they hit a reasonable threshold, they stop pushing. This matters because unsatiable systems will always be trying to escape or expand their constraints.

Epistemic status

Framework-Specific Metric.

Derivation

Appendix C, Section C.5.

Related terms