# Monitoring production agent lifecycle with AWS DevOps Agent and AgentCore Evaluations

DevFeed: [Monitoring production agent lifecycle with AWS DevOps Agent and AgentCore Evaluations](<https://devfeed.tech/articles/monitoring-production-agent-lifecycle-with-aws-devops-agent-and-agentcore-evaluations-4737.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/machine-learning/monitoring-production-agent-lifecycle-with-aws-devops-agent-and-agentcore-evaluations/>)

Author: Meghana Ashok

Published: 2026-09-11T18:26:38Z

Content type: article

Language: en

Sources: [Artificial Intelligence](<https://devfeed.tech/sources/artificial-intelligence.md>)

Topics: [ai observability](<https://devfeed.tech/topics/ai-observability.md>), [AWS IAM](<https://devfeed.tech/topics/aws-iam.md>), [incident](<https://devfeed.tech/topics/incident.md>), [Orchestration](<https://devfeed.tech/topics/orchestration.md>), [telemetry](<https://devfeed.tech/topics/telemetry.md>)

Tags: [advanced-300](<https://devfeed.tech/tags/advanced-300.md>), [agent](<https://devfeed.tech/tags/agent.md>), [agents](<https://devfeed.tech/tags/agents.md>), [amazon-bedrock](<https://devfeed.tech/tags/amazon-bedrock.md>), [amazon-bedrock-agentcore](<https://devfeed.tech/tags/amazon-bedrock-agentcore.md>), [aws](<https://devfeed.tech/tags/aws.md>), [aws-identity-and-access-management-iam](<https://devfeed.tech/tags/aws-identity-and-access-management-iam.md>), [best-practices](<https://devfeed.tech/tags/best-practices.md>), [devops](<https://devfeed.tech/tags/devops.md>), [incident](<https://devfeed.tech/tags/incident.md>), [infrastructure-monitoring](<https://devfeed.tech/tags/infrastructure-monitoring.md>), [logs](<https://devfeed.tech/tags/logs.md>), [metrics](<https://devfeed.tech/tags/metrics.md>), [monitoring](<https://devfeed.tech/tags/monitoring.md>), [orchestration](<https://devfeed.tech/tags/orchestration.md>), [production](<https://devfeed.tech/tags/production.md>), [tracing](<https://devfeed.tech/tags/tracing.md>)

## AI overview

The article describes monitoring production multi-agent systems with Amazon Bedrock AgentCore Evaluations for continuous quality assessment and AWS DevOps Agent for autonomous infrastructure incident investigation.

## Source excerpt

Multi-agent systems fail in ways traditional monitoring misses. This post presents a dual-layer approach to monitoring production agents: Amazon Bedrock AgentCore Evaluations for continuous quality scoring and AWS DevOps Agent for autonomous infrastructure investigation, shown on a four-agent airline reservation system.