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cs.SE2026
VITAL-RAG: Invariance Race for Context Allocation in Coding Agents
Zijian Lu, Yonghua Lu, Mingcai Chen +4
Coding agents often retrieve code from an entire repository, but only limited evidence can fit into the final model input. Conventional retrieval-augmented generation (RAG) for cod…
cs.SE2026
ContractSkill: Repairable Contract-Based Skills for Multimodal Web Agents
Zijian Lu, Yiping Zuo, Yupeng Nie +4
Self-generated skills for web agents are often unstable and can even hurt performance relative to direct acting. We argue that the key bottleneck is not only skill generation quali…