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Stony Brook University
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Structuring multi-agent program search around quality-diversity archives and execution-profile niches nearly doubles effective alpha discovery yields without falling prey to redundant factor families or execution-cost collapse.
Nearly 40% of GRPO rollouts yield zero gradient due to uninformative all-or-nothing groups, but an offline anchor pass can slash this cold-start compute waste before the target policy generates a single token.
