Debugging production agents with Amazon Bedrock AgentCore Observability
Amazon just shipped the debugging tools every AI agent team needs. Here's what changed.
Why it matters
AWS Bedrock AgentCore now includes production observability tooling—traces, metrics, and structured workflows for agent failures. This is infrastructure for the agent-building wave, not a theoretical capability.
The key facts
10 to knowAmazon Bedrock AgentCore Observability feature ships with built-in debugging
Covers failure pattern analysis: infinite loops, tool invocation failures
Includes trace and metric analysis capabilities
Two-part series: Part 1 debugging, Part 2 performance optimization and memory management
Published June 29, 2026
Amazon Bedrock AgentCore Observability feature released
Built-in debugging for production agent failures
Traces and metrics for agent behavior analysis
Structured workflows for infinite loop and tool invocation failure resolution
Two-part series: Part 1 (debugging), Part 2 (performance optimization and memory management)
Go to the source
AWS Machine Learning Blogaws.amazon.com
Publisher excerpt: In this post, you learn how to debug production agent failures using built-in observability capabilities. We walk through common failure patterns, show how to analyze agent behavior with traces and metrics, and provide structured workflows for resolving issues such as infinite loops and tool…