AI Red Team Engineer
An AI Red Team Engineer systematically probes, attacks, and stress-tests AI systems-especially large language models-to uncover vu…
Skill Guide
Red-team methodology is a structured adversarial assessment framework that systematically simulates real-world attacks against an organization's assets by defining the assessment's scope (what to test), rules of engagement (how to test), threat modeling (who might attack and how), and producing actionable reporting (what was found and how to fix it).
Scenario
Your company's marketing team launches a new public-facing customer portal. You must define a red-team assessment for it.
Scenario
A financial service uses AWS with Kubernetes, serverless functions, and an API gateway. Model threats for a new payment processing microservice.
Scenario
You are the lead for a red team targeting a multinational corporation with on-prem AD, cloud Azure AD, remote employees, and OT systems. The objective is to achieve access to the executive board's financial data.
MITRE ATT&CK provides a common language for adversary tactics and techniques. PTES offers a structured phase-based methodology. STRIDE and DREAD are used for systematic threat identification and risk prioritization during modeling.
Dradis and AttackForge are specialized platforms for collaborative red-team reporting and data aggregation. Confluence/Notion are used for scoping docs and ROE. Diagramming tools are essential for creating threat models and attack path visualizations.
Cobalt Strike/Sliver are for command and control (C2). Burp Suite is for web application testing. BloodHound maps Active Directory attack paths. Axiom/CAE help manage red-team infrastructure safely and ethically.
Answer Strategy
Use a structured framework. Start by identifying critical assets (device firmware, cloud management platform, corporate network bridge). Define clear technical boundaries (e.g., only test devices in the lab VLAN, not production). Draft ROE covering authorization, safe exploitation limits (no bricking devices), communication protocols, and legal considerations for hardware. Sample answer: 'I'd begin by meeting with the engineering and security teams to map all assets: the device's firmware, its cloud API, and the network segments it connects to. The scope would exclude the production corporate network but include a lab replica. The ROE would specify that all tests are non-destructive, use our isolated lab environment, and that any exploit capable of bricking a device requires explicit written approval from the engineering lead before execution.'
Answer Strategy
This tests adaptability and communication. Focus on the decision-making process and stakeholder management. The trigger should be a finding that revealed a higher risk or changed the attack surface. Communication must be clear, timely, and documented. Sample answer: 'During an engagement, our phishing campaign unexpectedly yielded credentials for a cloud admin, a much higher privilege level than anticipated. The trigger was this critical finding. I immediately paused the campaign, documented the credential exposure, and convened a meeting with the blue team lead and the client's CISO. I presented the new attack path and proposed a revised scope to safely test cloud privilege escalation. We jointly updated the ROE to include specific cloud attack simulations and agreed on new containment procedures. This was documented in an addendum to the original ROE.'
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