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How Baz improved its AI Agent Code Review accuracy using Amazon Bedrock AgentCore

Machine Learning Blog



This article describes how Baz built an AI-powered code review agent using Amazon Bedrock and Amazon Bedrock AgentCore to automate product validation beyond traditional code reviews.

  • Baz Spec Review agent validates code against design and product specifications automatically
  • Multi-stage pipeline queries Figma and Jira, spawns sub-agents per requirement for verification
  • Amazon Bedrock AgentCore Browser Tool performs dynamic runtime validation and DOM inspection
  • Implementation subagents combine code analysis with live preview environment testing
  • Findings posted to GitHub PR, Slack notifications, and Jira issue tracking
  • Results: 50% reduction in reported bugs, 30-70% faster time-to-merge
  • Shifts feature verification earlier in development cycle with automated pull request validation

Baz demonstrates how combining Amazon Bedrock's reasoning capabilities with AgentCore's secure browser automation enables automated product validation workflows, reducing manual QA effort and improving code quality.



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