Selected security work, with the scope and supporting evidence stated explicitly.
MCP Trust-Boundary Case Study
Category: Application Security / AI Security Analysis
A source-based analysis of tool poisoning and cross-server influence, translated into engineering review requirements. Includes a downloadable review matrix with proposed checks and explicit limitations; no original discovery or production validation is claimed.
Read the case study | Review matrix (CSV)
🛠️ Custom Wordlist Generation Framework
Category: Penetration Testing / Tooling
A methodology and toolset for building targeted, high-value wordlists for penetration testing engagements — combining OSINT techniques, web scraping, and mutation strategies to maximize credential attack effectiveness against specific targets.
📚 OSWE Preparation Curriculum
Category: Research / Education
A curated study path and resource collection developed during preparation for the OffSec Web Expert (OSWE) exam, covering white-box web application analysis, source code auditing, and exploit chain development. Includes commentary on AI-assisted study methodologies.
📄 Read the prep guide
📄 Read the exam review
🤖 Offensive Security × AI/ML
Category: Research / Emerging Threats
Ongoing research into the intersection of offensive security tradecraft and machine learning — covering adversarial inputs, LLM attack surfaces, AI agent exploitation, and the implications of ML systems in enterprise environments. Informed by M.S. Computer Science (AI/ML) coursework, completed Jul 2026.
More tools and research in progress. Follow on GitHub or LinkedIn for updates.