APM

2 items

ARTICLEDEV.to AI·4/13/2026

Monitoring and Observability for AI-Powered Rails Apps

This article discusses the crucial need for robust monitoring and observability in AI-powered Rails applications. It highlights unique challenges posed by AI workloads, such as high API latency, token cost overruns, non-deterministic failures, and rate limits, suggesting tools like Lograge and Logstash-event.

monitoring APM Rails AI

ARTICLEDEV.to AI·4/8/2026

Why MCP Server Monitoring Is the Next Big Observability Gap

O texto destaca uma nova lacuna de observabilidade no monitoramento de servidores MCP (Model Context Protocol) em infraestruturas de chamada de ferramentas de IA. Ferramentas APM tradicionais são inadequadas devido aos padrões de chamada imprevisíveis, expectativas de latência variáveis e falhas silenciosas inerentes a esses sistemas de IA.

AI Monitoring APM observability MCP servers