Accelerate Enterprise AI Development using Weights & Biases and Amazon Bedrock AgentCore

This article demonstrates how to combine Amazon Bedrock and Amazon Bedrock AgentCore with Weights & Biases Weave for enterprise AI development, covering the complete lifecycle from experimentation to production monitoring.

• W&B Weave provides tracing, monitoring, experimentation, evaluation, and guardrails for agentic AI workflows
• Automatic tracking of Amazon Bedrock FM calls with minimal code changes using W&B Weave SDK
• W&B Weave Playground enables rapid prompt engineering with side-by-side model comparison
• W&B Weave Evaluations systematically assess model performance using custom or built-in scorers
• Two approaches to add observability to AgentCore agents: native W&B SDK or OpenTelemetry integration
• AgentCore provides CloudWatch monitoring while W&B Weave offers detailed execution trace visualization
• Dual-layer observability enables SLA monitoring, debugging, token optimization, and performance comparison

The integration enables organizations to build, evaluate, and monitor production-ready AI solutions at scale with comprehensive development tools and observability capabilities.