In 24 hours we scored the same CVE three times against three different projects, and it came back DEFER on one and SCHEDULE on the other two. Every call was right. The scanner’s severity label read “high” all three times. What changed was the asset context, and with it...
Building Evals for an AI Agent: From Zero to Consistency Testing
We’re building an AI agent that triages cloud security findings. It reads a finding from AWS Security Hub or Prowler, assesses the risk, and tells an engineer exactly what to do about it with specific AWS CLI commands they can run. The agent worked. We had 620 unit...
How to Connect Strands Agents to AWS MCP with IAM Authentication
We’re building a cloud security agent with Strands Agents that triages AWS security findings. The agent uses the AWS Knowledge MCP server to search and read AWS documentation. The agent looks up remediation guides, CLI syntax, and best practices as part of its...
