Amazon Bedrock AgentCore introduces new optimization capabilities to continuously improve agents in production

Amazon Bedrock AgentCore introduces new optimization capabilities that turn production traces into continuous improvement for agents, addressing silent failures that don't trigger error signals.

• Failure insights discover recurring failure patterns including silent behavioral failures and rank them by impact
• Intent insights cluster user requests by goal; trajectory insights group agent paths through tasks
• Recommendations analyze traces to suggest specific improvements to system prompts and tool descriptions
• Batch evaluation tests recommendations against defined test datasets with multiple evaluators
• A/B testing confirms improvements in production by splitting live traffic and measuring outcomes
• Works across AgentCore runtime, AWS Lambda, Amazon EKS, and non-AWS environments

Failure, intent, and trajectory insights are in preview across 13 AWS Regions, while batch evaluations, recommendations, and A/B tests are generally available in 14 regions.