Author

Lin-Zhuang Sun

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Preprint Aug 2026

Repo2Skill-Evo: Repository Skills Go Stale in Silence

Repo2Skill-Evo casts each release transition as a skill-maintenance task: given a V1 skill set and the official V1-to-V2 patch, an agent must update obsolete skill content while preserving guidance that remains valid.

Chenyuan Duan, Ge Shi, Zineng Mao et al. · 0 citations

Preprint Jul 2026

WorkSurface-Bench: Benchmarking Enterprise Agents on Multi-Surface Knowledge Routing

WorkSurface-Bench is introduced, a benchmark for evaluating the capability of heterogeneous knowledge sources as surface routing in enterprise agents, and shows that correct surface selection is necessary but insufficient for task completion.

Hao Liang, Meiyi Qiang, Sizhe Qiu et al. · 0 citations