Self-Attribution Bias: When AI Monitors Go Easy on Themselves

Dipika Khullar, Jack Hopkins, Rowan Wang +1

Agentic systems increasingly rely on language models to monitor their own behavior. For example, coding agents may self critique generated code for pull request approval or assess…