SEC536: Adversarial AI - Penetration Testing AI Systems


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Contact UsThe Dynamic Approach to Incident Response (DAIR) is an incident response model developed by Joshua Wright in his book Dynamic Incident Response: A Framework for Security Teams, published by SANS Institute. Unlike PICERL or NIST SP 800-61, which present incident response as a sequence of phases without formalizing when or how to revisit earlier steps, DAIR treats incident response as a set of waypoints rather than sequential steps, built around an iterative Response Actions Loop of Scope, Contain, Eradicate, and Recover. This poster summarizes the model's structure, vocabulary, and the domain-specific guidance for applying it to ransomware, cloud, OT/ICS, and AI-accelerated incidents.
Key Concepts:
DAIR's central departure from prior models is treating iteration as expected progress rather than failure: each pass through Scope, Contain, Eradicate, and Recover is expected to surface new information, and closing the loop requires an explicit, attributable decision rather than an assumed endpoint. This reframing addresses a documented gap in linear models: the absence of verification, scoping, and prioritization as distinct activities, while remaining compatible with existing compliance frameworks like NIST CSF 2.0.
Source
DAIR is presented in Dynamic Incident Response by Joshua Wright, published by SANS Institute. Companion resources are available at sans.org/engage/dynamic-incident-response.
Dynamic Approach to Incident Response (DAIR) is a model developed by Joshua Wright that structures incident response around eight waypoints — Prepare, Detect, Verify & Triage, a Response Actions Loop, and Debrief — rather than a fixed linear sequence.
DAIR adds explicit Verify & Triage and Scope waypoints missing from PICERL and NIST SP 800-61, and replaces their linear progression with an iterative Response Actions Loop that repeats until no new evidence of compromise is found.
The loop consists of Scope, Contain, Eradicate, and Recover, cycled through as many times as necessary rather than executed once.
No. DAIR maps its waypoints directly to NIST CSF 2.0 functions (Govern, Identify, Protect, Detect, Respond, Recover). It fills the technical, step-by-step gap left when NIST SP 800-61r3 adopted CSF 2.0, rather than replacing or competing with the CSF 2.0 governance model itself.
Because initial understanding of an incident is typically incomplete: partial remediation leaves footholds intact and eradication often reveals systems that were never scoped. DAIR frames each loop iteration as how understanding is built, not evidence of poor execution.


Joshua Wright, Senior Technical Director at Counter Hack Challenges and author of SEC504, has spent over two decades teaching and building tools that help defenders identify and counter real-world cyber threats through practical, hands-on learning.
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