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SmartApe AI
SmartApe AI
Nov 5, 2026 · Artificial Intelligence

Harness-S: Internalizing Complementary Harness Experience for Generalizable Agents

Researchers from Shanghai Jiao Tong University and Xiaohongshu propose Harness-S, a framework that evolves complementary execution harnesses, uses them for selective rescue training on failed tasks, and adapts harness selection via a policy-aware router, enabling agents to internalize diverse problem-solving strategies and retain them in the base framework.

Agent TrainingBehavior TransferComplementary Learning
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Harness-S: Internalizing Complementary Harness Experience for Generalizable Agents