In modern application development, observability is no longer optional. It is a core requirement for stable operations, faster troubleshooting, and better understanding of system behavior....

Grafana Labs has released version 4 of its Kubernetes Monitoring Helm chart, describing it as the most significant update the chart has received since its introduction. The release, announced in...

Monitoring MySQL data locks, or the tip of the iceberg This story is about recent (*) performance improvements implemented in MySQL, related to monitoring of data locks. (*) Originally written in...

MySQL observability is essential in modern enterprises, whether you run a few critical databases or operate at massive scale. With the right real‑time monitoring, teams reduce MTTD/MTTR, avoid...

MySQL HeatWave on AWS extends its monitoring capabilities by integrating with Amazon CloudWatch, allowing you to view many additional metrics and track its history over time.

Monitoring MySQL HeatWave Replication Using OCI Database Management Custom Alarms

We're now expanding OCI Database Management capabilities with a new set of enhanced monitoring features - designed to reduce operational burden on DBAs and developers, strengthen observability,...

本研究提出了一种混合自适应建模方法，结合序列编码器和物理引导神经网络，解决了传统模型在参数和条件变化时需重新训练的问题。该方法在动态系统的实时监测中表现出色，具有重要的应用潜力。

本研究提出了一种增量不确定性意识性能监控（IUPM）方法，旨在解决机器学习模型在渐进分布漂移下的监控问题。实验结果表明，IUPM在多种场景中优于现有方法，能够更有效地指导标注获取。

本研究利用光学哨兵-2卫星影像和机器学习模型，监测外源有机物施用对土壤和作物健康的影响，展示了遥感技术在精细农业中的应用潜力。

本研究提出了一种基于零-shot学习的自动化道路铺装监测方法，利用大语言模型，克服了传统人工检测的主观性和机器学习对高质量标注数据的依赖。实验结果显示，该方法在道路状况评估方面优于专家评价，具有城市应用潜力。

本研究提出了RipVIS，一个大规模视频实例分割基准，解决了潮流识别中的数据不足问题，显著提升了分割性能，促进了海滩安全环境的建设。

本研究提出了一种名为Horcrux的谱图增强方法，旨在解决雷达健康监测中的数据稀缺问题。该方法通过增加样本多样性并保持谱图真实性，显著提升心脏监测性能，整体提升幅度达到16.20%。

本研究提出了一种基于姿态估计的跌倒检测系统，旨在提高辅助生活机构中老年居民的安全性。该系统无需额外传感器，能够在标准CPU上实时区分跌倒与非跌倒活动，显著降低误报率并保持高准确性。

STShield是一种创新的单标记哨兵机制，旨在实时监测大型语言模型的越狱攻击。该方法通过在模型响应中附加安全指示符，利用模型的对齐能力进行检测。研究表明，STShield在保持模型实用性的同时，有效防御多种越狱攻击，具备优越的防御性能和较低的计算开销，适合实际部署。