Tagged articles

operational monitoring

3 articles · Page 1 of 1

Jul 16, 2026 · Artificial Intelligence

How to Make Your System Anticipate Crashes with AI‑Powered Predictive Maintenance

The article explains how to build an AI‑driven predictive‑maintenance pipeline that collects multi‑dimensional metrics, engineers features, trains a two‑stage anomaly‑detection and failure‑probability model, and automates alerting and remediation to warn of impending system crashes before they happen.

AIModel deploymentanomaly detection

0 likes · 12 min read

How to Make Your System Anticipate Crashes with AI‑Powered Predictive Maintenance

Top Architect

Oct 19, 2023 · Backend Development

Designing Clear API Return Codes and Messages for Better Communication

This article explains why well‑designed API return codes and accompanying messages are essential for reducing communication overhead and maintenance costs, illustrates how HTTP status codes can be used as a model, describes a structured code‑segment scheme with personalized messages, and briefly mentions a related community promotion.

backend developmenterror-handlingmessage localization

0 likes · 7 min read

Designing Clear API Return Codes and Messages for Better Communication

Efficient Ops

Jun 30, 2016 · Big Data

How Spark Enables Real‑Time Microservice Performance Profiling

This article explains how IBM Research and Cloudinsight use Apache Spark to capture, analyze, and visualize microservice communication in real time, addressing challenges of observability, bottleneck detection, and latency attribution in large‑scale cloud environments.

Real-Time AnalyticsSparkoperational monitoring

0 likes · 10 min read

How Spark Enables Real‑Time Microservice Performance Profiling