I'm Emmanuel — Senior Global IT Auditor at Martinrea International (Tier 1 automotive), and Data Security Initiative Co-lead of the OWASP GenAI Security Project. I'm a Candidate Expert on the Canadian mirror committee for ISO/IEC JTC 1/SC 42, the body shaping ISO/IEC 42001, 23894, and 42005.
I work where AI security meets enterprise audit reality. The repos here are open-source controls, mappings, and tooling that translate emerging GenAI risks into language CISOs, auditors, and regulators can act on.
Based in Toronto. Trilingual: English, Portuguese, Spanish.
- OWASP GenAI Security Project — Lead, Data Security Initiative (DSGAI). Contributor at large.
- ISO/IEC JTC 1/SC 42 (Canada Mirror Committee) — Candidate Expert on AI standards (42001 · 23894 · 42005).
- Threat Modeling Connect, Toronto Chapter — Co-founder & Contributor.
- Packt — AI Security Technical Reviewer (LLM security · adversarial ML · AI threat modeling).
GenAI-Security-Crosswalk The most comprehensive open-source mapping of OWASP GenAI risks to 16 industry frameworks. Covers the LLM Top 10, Agentic Top 10, and DSGAI 2026 across 37 files — including NIST AI RMF, ISO/IEC 42001, EU AI Act, MITRE ATLAS, and OT/ICS guidance.
DSGAI Interactive web guide for the OWASP GenAI Data Security Risks and Mitigations 2026 publication I co-lead — 21 risk entries (DSGAI01–DSGAI21), navigable.
2025 LLM Top 10 Mapping The OWASP Top 10 for LLM & GenAI Apps 2025, mapped to broader cybersecurity frameworks for audit and assurance teams.
AgentVulnMitigator Multi-agent tool for detecting and mitigating vulnerabilities in agentic AI systems.
- Data security for GenAI — DSGAI 2026 (training data governance, inference-time leakage, RAG, agentic workflows)
- LLM & agentic AI risk — prompt injection, tool misuse, autonomy scope, multi-agent threat modeling
- AI governance & audit — ISO/IEC 42001, NIST AI RMF, EU AI Act, MITRE ATLAS, audit-ready control mappings
- Shadow AI & enterprise controls — DLP, OT/ICS implications of AI deployment