AI Agents Need Production Evaluation and Tracing

AI agents require evaluation and observability systems to detect drift, failures, and regressions before production breaks. Structured tracing logs each request, tool call, and outcome. Evaluation spans input, execution, and outcome quality layers, with golden path, failure path, and adversarial test buckets for real workflows.