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AWS Machine Learning Blog
AWS Machine Learning Blog
7/23/2026
The original title is: "Detecting silent agent failures with Amazon Bedrock AgentCore optimization"

The original title is: "Detecting silent agent failures with Amazon Bedrock AgentCore optimization"

Original: Detecting silent agent failures with Amazon Bedrock AgentCore optimization

Short summary

Amazon Bedrock AgentCore optimization surfaces silent behavioral failures in production AI agents — issues that pass health checks but still deliver wrong outcomes. The tool discovers, explains, and ranks failure patterns across sessions so teams can prioritize the highest-impact issues. This addresses a critical gap in AI agent observability for production deployments.

  • AgentCore optimization detects silent agent failures that pass health checks
  • Discovers, explains, and ranks failure patterns across sessions
  • Enables prioritization of highest-impact issues for production AI agents

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