SEC536: Adversarial AI - Penetration Testing AI Systems


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Contact UsDFIR disciplines covered:
Despite the range of technical specialties, the paper's practitioners converge on the same underlying pattern: curiosity and hands-on experimentation matter more than formal computer science credentials. Nearly every expert interviewed pointed to self-directed learning, community knowledge-sharing, and a willingness to keep pace with constantly evolving artifacts and tools as the real differentiator for success in DFIR. The cybersecurity workforce faces a global shortage of more than 3 million professionals despite close to half a million jobs created in 2022, according to (ISC)²'s Cybersecurity Workforce Study, a gap the DFIR field mirrors on a smaller scale.
DFIR stands for Digital Forensics and Incident Response, an umbrella term that replaced the older label "computer forensics" as the field expanded to cover far more types of devices and data sources.
The main DFIR disciplines include Windows/Mac forensics, cyber threat intelligence, incident response, cloud forensics, mobile device forensics, malware analysis and reverse engineering, network forensics, memory forensics, and ransomware incident response.
Not necessarily. Practitioners interviewed in the SANS 2023 Digital Forensics report consistently pointed to hands-on experience, curiosity, and self-directed learning as more important than a traditional computer science education.
Cloud forensics requires familiarity with how specific providers like AWS, Azure, and GCP log, retain, and expose data, since artifacts and access methods vary significantly by platform rather than following one universal standard.
Skills from system administration, network engineering, and software development all transfer well into malware analysis, since the discipline overlaps with each of these areas when tracing how malicious code behaves on a system.
DFIR mirrors the broader cybersecurity workforce shortage, which stood at more than 3 million unfilled positions globally in 2022 despite nearly half a million new jobs created that year, according to (ISC)²'s Cybersecurity Workforce Study.


Heather brings 24+ years of experience supporting government agencies, defense contractors, law enforcement, and Fortune 500 companies. Her extensive case experience spans fraud investigations, crimes against children, counterterrorism, and more.
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Domenica brings 20 years of mobile forensics experience supporting U.S. federal law enforcement and intelligence agencies while leading global training programs for elite investigative units including FBI and military special operations forces.
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