How Much Memory Does Your Agent Actually Need?

ALTK-Evolve enables AI agents to learn from past tasks by distilling and reinjecting guidelines without retraining. The optimal amount of memory depends on model strength: strong models benefit from full guidelines, weaker ones from selective retrieval, and saturated models show no gain.