Researchers introduced BudgetPM, a resource-allocation formulation for external observations required by stored intentions under a shared episode budget. BudgetPM offers two policy variants, BudgetPM-Static and BudgetPM-Sequential, which outperform adapted memory-agent systems and hand-designed monitoring rules in two benchmarks.