AgentsSeptember 11, 2026via AWS Machine Learning Blog
Monitoring production agent lifecycle with AWS DevOps Agent and AgentCore Evaluations
Why it matters
As agents move into production, traditional monitoring breaks down. This post demonstrates a practical dual-layer approach (continuous quality scoring + autonomous infrastructure investigation) that practitioners need to adopt now to avoid silent failures at scale.
Key signals
- Amazon Bedrock AgentCore Evaluations for continuous quality scoring of agents
- AWS DevOps Agent for autonomous infrastructure investigation and response
- Four-agent airline reservation system used as production case study
- Addresses agent reliability gap: traditional monitoring misses multi-agent failure modes
- Dual-layer architecture: quality layer + infrastructure layer
- Amazon Bedrock AgentCore Evaluations for continuous quality scoring of production agents
- Four-agent airline reservation system as production reference case
- Addresses agent failure modes that traditional monitoring misses
- Dual-layer monitoring framework (quality + infrastructure)
The hook
Multi-agent systems fail invisibly. AWS just showed how to catch it.
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 airlin…