AWS has published guidance on debugging production agents with Amazon Bedrock AgentCore Observability. The tooling is aimed at helping teams trace agent behavior, inspect failures and understand what happened across multi-step workflows.

Observability is becoming a core requirement for agent deployments because failures are often distributed across prompts, tools, retrieval, permissions and external APIs. Logs and traces need to explain decisions, not just report that a request failed.

For enterprise teams, the post reinforces that production agents need the same operational discipline as other software systems, with additional visibility into model-driven steps.