MultiFixer, a novel Coordinator-Proposer based multi-agent framework for multi-hunk repair, performs tool-augmented bug analysis, constructs fine-grained repair context, iteratively generates patches through a Coordinator-Proposer architecture, and applies two-stage patch refinement for syntactic and semantic correctne...
Hai-Chuan Hu, Chun-Rong Fang, Ye Shang et al.· arXiv.org· 0 citations
FailFast-RestartSmart, a two-stage controller for a single active trajectory that supports early termination with sequential same-policy recovery, and results support early termination with sequential same-policy recovery.
Chenyu Wang, Yunbo Lyu, Junda He et al.· 1 citation
This study is the first to propose a dual-layered engineering blueprint for AI-native applications, revealing that AI-native applications are distinguished by two core pillars: the central role of AI as the system's intelligence paradigm and their inherently probabilistic, non-deterministic nature.
Lingli Cao, Shanshan Li, Ying Fan et al.· 1 citation
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