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Xin-Ran Zhao

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#artificial intelligence Preprint Sep 2026

Adaptive-GEPA: Make Your Harness Fit Heterogeneous Requests

Reflective optimizers such as GEPA improve language model prompts from execution traces and evaluator feedback; full-program extensions can also rewrite tools and control flow. In practice, a user hands the same endpoint heterogeneous requests whose effective solutions require different tools, reasoning modes, and cont...

Tian-Yu Chen, Yasi Zhang, Rui-Yi Wang et al. · 0 citations
#artificial intelligence Preprint Sep 2026

Efficient Test-Time Adaptation through Human-AI Interaction

This work proposes test-time adaptation through human-agent interaction (TAHI), which integrates these signals into agent context and weights, and crystallizes each user's training and evaluation criteria via an evolving rubric module.

Zora Zhiruo Wang, Apurva Gandhi, Rulin Shao et al. · 0 citations
Jul 2026

Better Harnesses, Smaller Models: Building 90% Cheaper Agents via Automated Harness Adaptation

This work creates a framework that maps agent failure modes to harness adaptation strategies, and builds a harness optimizer that automatically discovers effective adaptations from failure trajectories, suggesting that harness adaptation can expand the practical deployment range of SLM agents in routine business tasks.

Chenyang Yang, Xin-Ran Zhao, Tongshuang Wu et al. · 5 citations · ⚡2

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