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In long-horizon financial simulation under delayed capital delivery (1-6 months), unguided and memory-summarization baselines exhibit myopia, submitting late or redundant fundraising requests that violate environment constraints (e.g. single pending request). PG-guided agents anticipate liquidity needs, initiating fundraising during stable months well before crisis onset and adhering to delivery-lag constraints. · CiteArk