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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Jian-Peng Liang

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Preprint Aug 2026

GenCoord: Skill-Path Commitments under Private Information

GenCoord is introduced, which turns the task consequence of private facts into an executable skill-path commitment, and identifies executable task consequences as the coordination unit connecting distributed local reasoning to verified joint action.

Peng He, Jun-Ning Zhu, Hao-Han Yuan et al. · 0 citations
Preprint Aug 2026

Verify Smarter, Evolve Further: Efficient Harness Evolution through Behavior-Aware Verification

HarnessLens is introduced, a budget-aware framework for automated harness evolution that jointly explores the task space and user-configurable components, derives candidate modifications from execution trajectories, and selectively verifies each candidate on behavior-relevant tasks using an attributable-evidence gate.

Jing-Heng Xu, Yi-Kai Zhang, Aiden Chen et al. · 7 citations · ⚡1

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