SEC536: Adversarial AI - Penetration Testing AI Systems


Experience SANS training through course previews.
Learn MoreLet us help.
Contact usBecome a member for instant access to our free resources.
Sign UpWe're here to help.
Contact UsKey topics covered:
The poster consolidates detection engineering practice into a single operational reference, moving the discipline from ad hoc rule-writing toward a repeatable life cycle with defined triage criteria, maturity tagging, and architecture planning. Its value is in giving SOC, threat hunting, and detection engineering teams shared vocabulary and criteria — from how to score a new detection request to how to tag a rule's production readiness — rather than leaving those judgment calls implicit. This is a technical reference poster (not a survey), created by Kathryn Hedley for SANS Institute drawing on the research and instruction of Nick Mitropoulos, author of SEC555: Cloud Security and DevSecOps Automation... (SEC555 — Detection Engineering).
Requirements Discovery, Triage, Investigation, Development, Testing, and Deployment, according to the SANS Detection Engineering poster.
Divide the EPD figure by 86,400, the number of seconds in a day.
Static detections are fastest to build but shortest-lived; statistical detections rely on baselining traffic patterns; behavioral detections take the most effort to create but produce the fewest false positives and catch more advanced threats.
Experimental (untested), Test (validated in pre-production), Stable/Production (widely tested), and Deprecated/Unsupported (no longer maintained or relevant).
Repetitive DNS queries with TTLs under 300 seconds, response counts greater than 12, and persistent callbacks associated with botnet control infrastructure.
Input-driven collects everything (best for historical analysis, but slow and expensive); output-driven collects only known-needed data (cheaper but may miss unknowns); hybrid starts broad and continuously trims low-value events.


Kathryn Hedley has led various forensic teams since 2010, spending three years embedded within a cross-organizational team, liaising directly with multiple clients. She is currently a Director and Digital Forensic Specialist for Khyrenz Ltd.
Learn more

Nick Mitropoulos is a SANS Certified Instructor and author of SEC555: Detection Engineering and SIEM Analytics. As CEO of Scarlet Dragonfly and a veteran of SOC and incident response leadership, he equips students with real-world skills in detection engineering. Nick also serves on the GIAC Advisory Board, SANS CISO Network, and faculty of the SANS Technology Institute.
Learn more















