When to Remember, When to Abstain: Category-Conditioned Retention for Reliable Agent Memory

Olukunle Owolabi, Pulkit Gupta, Fei Wang

Persistent agent memory is only as reliable as its retention decision: an assertion weakly supported by its source can be stored and later reused as established fact. We study whet…