A new paper introduces Memory Worth, a two-counter signal tracking how often specific memories co-occur with successful or failed outcomes. This replaces static importance scores with dynamic, outcome-based feedback. ArXiv researchers prove the metric converges to conditional success probability. Practitioners can now programmatically deprecate stale memories to improve agent reliability.