Introduction
The Logging module in Alauda AI's Monitoring & Ops suite is a real-time logging solution designed for inference services in MLOps/LLMOps/GenOps workflows. It provides instant visibility into the operational status of replica pods powering your AI services, enabling efficient debugging and observability. By streaming container logs with millisecond-level latency and offering built-in analysis tools, it helps users maintain service health while accelerating incident response.