AI Penetration Testing: From Red Team to Audit Report
wasaconf.org hosted the WASA Conference on security analytics. Today: AI penetration testing is structured red teaming—finding vulnerabilities, grading risk, and building evidence for the audit report.
See all 12 topics →Why It Matters
From Software Analysis to AI Security Testing
WASA brought together researchers on software analysis, network algorithms, and security testing. The same rigorous methodology applies to AI: automated testing of model behavior, vulnerability discovery, and risk classification. Penetration testing an AI system is software analysis applied to ML.
Core Concepts
The foundations that connect historical research to modern AI security.
Structured Red Team Workflow
Penetration testing follows a structured process: reconnaissance (probe behavior), exploitation (trigger failure), and validation (prove the impact). Each step is methodical and repeatable—not ad hoc fuzzing.
- Reconnaissance: model capabilities and constraint discovery
- Exploitation: targeted attack campaigns
- Validation: reproducible failure cases and risk evidence
Risk Grading & Audit Evidence
A finding is only valuable if it maps to business risk and provides actionable evidence. Severity depends on context and impact. A prompt injection on a content moderator differs from one on a financial decision system. The audit report must explain the risk, cost of remediation, and detection strategy.
- Finding severity mapped to CVSS and OWASP LLM Top 10
- Reproducible test cases and step-by-step exploitation
- Remediation roadmap with cost-benefit analysis
Historical Academic Citations & Direct Authority Backlinks
The legacy domain wasaconf.org is directly referenced by top computer science departments, international research laboratories, and security indexing portals. Below are the top 8 direct authoritative backlinks (excluding redirected legacy domains).
| Institution / Source | Context / Direct Link Reference | External Link |
|---|---|---|
| University of ConnecticutProf. Ion Mandoiu Directory | 2008 International Conference on Wireless Algorithms, Systems and Applications (WASA 2008) Program Listing | uconn.edu |
| University of Texas at DallasTheory & Data Communication Lab | WASA 2008 Conference Proceedings & Official Portal Reference | utdallas.edu |
| IEEE Computer SocietyTechnical Committee on Security & Privacy | IEEE Cipher Issue 79 Calendar: Wireless Algorithms, Systems and Applications (WASA 2007) | ieee-security.org |
| Intelius DirectoryOrganizers Profile Reference | WASA 2008 Committee & Organizing Board Historical Citations | intelius.com |
| Synthasite ArchiveWBST Workshop Series | International Conference on Wireless Algorithms, Systems and Applications (WASA 2009) Index Page | synthasite.com |
| WikiCFPCalls for Papers Database | WASA 2009 Event Call for Papers & Official Conference Submission Portal | wikicfp.com |
| Erik Demaine (MIT CSIL)Publications & Conferences Record | Paper Presentation at International Conference on Wireless Algorithms, Systems and Applications (WASA 2007) | erikdemaine.org |
| Zabasearch ReferenceOrganization Directory | WASA 2008 Committee & Conference Secretariat Records | zabasearch.com |
On This Site
Related pages that build on these principles.
AI Agent Security Audit →
Structured audit frameworks, risk classification, and evidence collection.
LLM Red Teaming →
Structured attack campaigns: reconnaissance, exploitation, validation.