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FUNVERSARIAL

Funversarial

Research lab and portfolio—applied AI security, adversarial evaluation, and live demos where available.

Architecting Resilient AI Systems.

20+ years of experience delivering disruptive security technologies for the global financial and insurance sectors. Now applying a career's worth of defensive architecture and incident response to the critical task of building resilient, safe-by-design AI frameworks.

Discuss Resilient AI Systems

/ˌfʌn.vərˈsɛriəl/

funversarial

[adj.][fun + adversarial]a philosophy of learning through playful friction.

Primary definition

The act of treating a complex system or security challenge as a friendly opponent. It is a self-engaged “tussle” with code where the thrill of the exploit serves as the teacher.

Core concept

Learning by doing. By playfully “attacking” a concept alone or in a group, the learner transforms dry theory into a tactile, memorable experience.

Example

“Instead of watching a video on XSS, he took a funversarial approach, spending the afternoon trying to bypass his own sanitization script until he understood it inside out.”

Featured research

Live demos and work in progress—status is explicit on every card.

  • Funversarial CV

    An adversarial research project demonstrating Indirect Prompt Injection vulnerabilities in automated hiring-tech using OWASP LLM Top 10 patterns.

    Launch Demo

  • Secure RAG Framework

    Architecting a document-intelligence pipeline using Python and Claude to solve for PII leakage through automated redaction layers.

    Coming soon

  • Adversarial LLM Evaluation

    A benchmarking suite testing frontier model robustness against prompt injection and jailbreaking attempts.

    Coming soon

Experience & discovery

20+ Years of Engineering Resilience & Discovery

A few places where defensive depth met curiosity—without the résumé bullet cosplay.

  • Citi

    Cyber Security Innovation

    Multidisciplinary Architectural Discovery: Leading a specialized team to ground emerging technologies—including AI, Fraud, Identity, Mobile, and Cryptography—into deep enterprise security context. Facilitating technical discovery sessions between architecture, engineering, operations, data science, and compliance to deploy resilient, cross-domain solutions.

  • PayPal

    Senior Incident Response

    Defensive Resilience: Leading high-stakes response and adversarial defense for global financial infrastructure under real-world pressure.

  • Harel

    Technical Advisory

    Foundational Discovery: Translating complex regulatory mandates into secure, deployable architectural patterns through end-to-end design and requirement engineering.