Software technology is undergoing a paradigm shift driven by two converging trends. First, the scope of software responsibility has expanded significantly: as “software-defined everything” becomes a reality, software has evolved into the integration core of sociocyber-physical systems (SCPSs). Second, the capabilities...
Assia Belbachir, M. Blake, Jin-Song Dong et al.· Science China Information Sc...· 0 citations
Large AI models increasingly rely on distributed GPU execution, yet it remains unclear whether established anomaly detection methods transfer effectively to this setting. We introduce GF-Bench, a PyTorch-based framework and dataset for generating controlled failures in distributed GPU workloads. The framework supports...
Bo-Yuan Cui, Yu-Yang Zeng, Yi-Fang Tian et al.· Proceedings of the 1st Inter...· 0 citations
Reliability in LLM-based agentic systems is a property of the whole execution (its tool calls, model calls, guardrails, and inter-agent messages), not of the final answer alone, yet evaluating only task outcomes reveals little about how or why a run fails. We present AgentChaosBench, a benchmark for detecting and local...
Chen-Kai Zhang, Yi-Ran Li, Yi-Fang Tian et al.· Proceedings of the 1st Inter...· 0 citations
This work presents SRE-Marathon, a benchmark for long-horizon, continuous SRE operation, where an agent is invoked at a fixed cadence with cumulative alert history and a persistent workspace while operating a live two-zone Kubernetes deployment as a fault orchestrator injects overlapping faults according to a seeded, p...
Yi-Fang Tian, Ying-Jian Bai, Yi-Feng He et al.· 0 citations
Results show that operational telemetry can be transformed from diagnostic evidence into actionable repair context: paired telemetry supports repair-oriented localization, while repair graph agents convert localized code and configuration evidence into constrained patch-generation context for the LLM.
Yuan-Chen Gao, Yi-Fang Tian, Yi-Ran Li et al.· 1 citation
Fugue is a novel, self-contained reactive protocol that provides seamless and resource-efficient elasticity and reaches comparable handover performance while avoiding continuous replication overhead, and is implemented in Apache Flink.
Yu-Qiu Zhang, Yun-Hao Mao, Hans-Arno Jacobsen· Proceedings of the VLDB Endo...· 0 citations
AGENTCHAOSBENCH is presented, a benchmark for detecting and localizing runtime faults in agentic systems from their execution telemetry, and its held-out labels and compact prediction format support reproducible comparison of LLM-based and non-LLM diagnosis methods.
Chenkai Zhang, Yiran Li, Yifang Tian et al.· 0 citations
Krysha is presented, an adaptive orchestration framework that jointly optimizes function scheduling and resource allocation for geo-distributed serverless microservices and can achieve up to 74.7% cost savings in scaled deployments compared to state-of-the-art alternatives while maintaining SLO requirements.
Yuqiu Zhang, Hans-Arno Jacobsen· IEEE International Symposium...· 0 citations
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