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"Composable, Adaptive, Evolvable Agent Harness Foundry" from Huawei Noah's Ark with ECNU: typed harness primitives plus a "substitution algebra" and an AEGIS evolution loop that automatically improves the execution harness — +14.5% average (up to +44%) across five benchmarks. A direct research contribution to the harness layer this sweep prioritizes.