Working knowledge of using enterprise-authorized AI-assisted software development tools within the work environment (e.g., for coding, test creation, troubleshooting, or documentation) with demonstrated ability to critically evaluate, validate, and refine AI-generated outputs for correctness, performance, and security. Experience building observability solutions, including telemetry collection and service level objective-based alerting using tools such as Grafana, Dynatrace, Prometheus, Datadog, or Splunk.