aiops

NVIDIA 发布 Minerva，一个面向 AI 工厂的 AIOps 平台，通过整合网络、GPU、存储与工作负载的遥测数据，并利用专用 AI 模型构建动态知识图谱，实现异常检测、故障预测与根因分析，帮助运营团队从被动响应转向主动维护，最大化 GPU 产能与正常运行时间。

GreptimeDB introduces a semantic layer that preserves OTLP metadata (instrument kind, unit, temporality) which is normally discarded at ingestion, enabling AIOps tools and LLM agents to understand system topology without guessing from column names.

Nankai University and Lenovo collaborated to propose Graph of States (GoS), a neuro-symbolic framework for general abductive reasoning, which uses explicit belief states and state machines to control multi-agent collaboration, achieving significant improvements in medical diagnosis and system fault diagnosis tasks. This work was accepted at ICML 2026.