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Author

Ke Jiang

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Jul 2026

FinanceHarness: Autonomous Financial Deep Research Framework

FinanceHarness is presented, a harness that runs finance-oriented tools and practitioner-guided workflows, automating financial deep research end to end: environment and data construction, the agent execution loop, and reward modeling, and FinanceGym, comprising thesis-driven research questions and rubrics that combine...

Yijia Xiao, Ru-Jun Han, Yan-Fei Chen et al. · 1 citation
Preprint Aug 2026

EnvHarness: Awakening Static Worlds for Agent Learning

Environment Harness is proposed, a programmable layer of plug-in components that wraps a static environment to reshape its behavior without modifying the underlying logic, enabling continuous, targeted co-evolution of the policy and its environment.

Chengsong Huang, Zifeng Wang, Ru-Jun Han et al. · 11 citations

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