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For professional inquiries, research feedback, collaboration, speaking opportunities, or discussion around AI/LLM security and emerging AI-enabled social engineering.

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Thoughts, critique, or discussion around SPECTRA, AI/LLM security, AI-enabled social engineering, or related research.

Collaboration

Opportunities to collaborate on public research, security writing, framework development or educational resources.

Speaking and Media

Podcast discussions, conference talks, panels, interviews, or community conversations related to AI security and offensive methodology.

Professional Opportunities

Roles, projects, or teams focused on AI/LLM security, offensive security, adversarial testing, or emerging social engineering threats.

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I review messages when I can and try to respond to thoughtful professional inquiries, research feedback, and relevant opportunities.