aws-agents-for-devsecops — agentic threat model
This agent possesses high risk due to its multi-agent architecture and deep integration into AWS DevOps and security infrastructure, where compromise could lead to unauthorized penetration testing, code manipulation, or cloud-wide privilege escalation.
OWASP AIVSS score rationale
| Autonomy of Action | 0.80 | |
| Goal-Driven Planning | 0.80 | |
| Self-Modification | 0.20 | |
| Dynamic Tool Use | 0.90 | |
| Persistent Memory | 0.50 | |
| Contextual Awareness | 0.80 | |
| Dynamic Identity | 0.80 | |
| Multi-Agent Interactions | 0.90 | |
| Non-Determinism | 0.70 | |
| Opacity & Reflexivity | 0.60 |
Scored with the canonical OWASP AIVSS formula (AIVSS calculator reference); agentic risk factors estimated from the agent’s described capabilities.
MAESTRO 7-layer threat model
Per-layer threats for this agent. Layers tagged “not certain from listing” are general, caveated commentary where the public description didn’t pin that layer.
Not certain from the listing — likely utilizes Amazon Bedrock foundation models. Threats include prompt injection attacks that could bypass safety guardrails, causing the agent to execute destructive actions during automated penetration testing.
Not certain from the listing — likely ingests source code, vulnerability reports, and AWS environment configurations. Threats include data poisoning of the codebase or log manipulation to mislead incident investigation subagents.
Orchestrates actions across AWS DevOps and Security subagents using MCP/tooling. Threats include tool misuse, where the agent is manipulated into executing unauthorized pen-testing commands or exfiltrating code via DevOps tools.
Deployed within the AWS ecosystem, interacting directly with cloud infrastructure. Threats include container compromise or lateral movement if the agent's execution environment is breached during UAT or pen-testing tasks.
Not certain from the listing — likely relies on standard AWS CloudWatch and CloudTrail logging. Threats include logging evasion or blind spots regarding the reasoning steps of the subagents during an incident investigation.
Governed by AWS IAM policies and security controls. Threats include privilege escalation if the agent is granted overly permissive IAM roles to perform its wide-ranging DevOps and security tasks.
Features a multi-agent ecosystem involving the AWS DevOps Agent and AWS Security Agent. Threats include agent-to-agent trust abuse, where a compromise of the DevOps agent allows it to feed malicious inputs to the Security agent, causing cascading failures.
MAESTRO — the 7-layer agentic threat-modeling framework (Cloud Security Alliance / Ken Huang).