Aurimas

AI systems require different monitoring metrics than traditional web services, as latency, cost, and silent failures behave differently in LLMs. Metrics should be grouped by five key questions: speed,…

An agentic AI system's improvement depends on a post-production loop that turns production traffic, drift signals, and unexpected errors into new evaluation tests and regression checks. Pre-production…