Author

Yuxuan Liu

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Preprint Sep 2026

GitHarness: Git Init Your Harness Working Memory for Perpetual User Requirements

LLM-based agents increasingly collaborate with users on long-horizon tasks, accumulating evidence, code, and drafts through extensive search, reasoning, and execution. As users inspect these results, they may supply missing information requirement completion, introduce new requirements requirement elicitation, or revis...

Zhi-Bang Yang, Xin-Ke Jiang, Yuxuan Liu et al. · 0 citations

#artificial intelligence Jun 2026

ScaffoldAgent: Utility-Guided Dynamic Outline Optimization for Open-Ended Deep Research

ScaffoldAgent is proposed, a utility-guided dynamic outline optimization framework for OEDR that models outline evolution as a structured decision process with three operations: Expansion, Contraction, and Revision, enabling controlled updates to the report scaffold.

Zhibang Yang, Xinke Jiang, Yuzhen Xiao et al. · arXiv.org · 1 citation