热成像+深度学习实时预测网络硬件故障，为数据中心运维提供全新预警思路。
arXiv:2608.07582v1 Announce Type: new Abstract: Unplanned network hardware malfunctions can interrupt services and result in expensive downtime in dat…
LLM Agent故障监控的新思路：确定性验证校准，摆脱冷启动高误报。
arXiv:2608.02464v1 Announce Type: new Abstract: LLM agents fail mid-episode -- they loop, cascade tool errors, drift off goal, fabricate results, or s…
提前预判任务型对话系统的故障时刻，为智能客服与语音助手提供可靠护航。
arXiv:2607.03974v1 Announce Type: new Abstract: Task-oriented dialogue systems often fail before the final breakdown is obvious, but most evaluation o…
自愈式直播流引擎，深挖分片级故障并自动修复，让直播稳定不中断
A side project that turned into the hardest client-side engineering I've ever done. I used to watch IPTV in my college mess hall — just open a website…
LLM代理实现从故障检测到自动恢复的闭环控制，工业容错新范式
arXiv:2606.28011v1 Announce Type: cross Abstract: We propose an agentic Large Language Model (LLM) framework for active Fault-Tolerant Control (FTC) t…
面向AI代理的失败追踪与自愈工具，实时监控并自动修复异常，提升智能体稳定性。
Article URL: https://github.com/obro79/promptetheus Comments URL: https://news.ycombinator.com/item?id=48695176 Points: 1 # Comments: 1
自动诊断LLM推理中的静默错误，提升系统可靠性的新方法。
arXiv:2606.04594v1 Announce Type: cross Abstract: LLM serving frameworks are quickly evolving with a complex software stack and a vast number of optim…
提出POIROT方法，精准揪出多智能体系统中的故障与幻觉，为安全关键领域AI部署扫清监管障碍。
arXiv:2606.02282v1 Announce Type: new Abstract: Orchestrating Large Language Models into Multi-Agent Systems (LLM-MAS) has unlocked remarkable reasoni…
真实生产环境下的LLM预训练运维经验，504块GPU集群从故障检测到恢复的实证分析。
arXiv:2605.09370v2 Announce Type: replace-cross Abstract: Large-scale AI training is now fundamentally a distributed systems problem, and hardware fai…
将YOLO26与混合专家模型结合，并用LLM agent自动优化，实现无人机图像中绝缘子缺陷的高效检测。
arXiv:2605.19595v1 Announce Type: new Abstract: The inspection of electrical power line insulators is essential for ensuring grid reliability and prev…
用Wald的序贯概率比检验动态调控LLM辩论轮数，显著提升推理效率与资源利用率
arXiv:2605.19193v1 Announce Type: new Abstract: Multi-agent LLM debate improves factuality and reasoning, but most recipes pick a fixed round count, o…
GBase 8a多级监控自动检测GNode进程崩溃并执行重启、隔离、数据重同步，无需人工干预。
When a data node (gnode) process exits unexpectedly, GBase 8a's multi‑layer monitoring kicks in automatically. The cluster will try to restart the ser…