Identify and launch new approaches in model algorithms & architectures, complex agentic reasoning, graph learning, and memory management.

Chart the strategic course for user privacy, safety, and trust in next-generation agentic AI, anticipating complex future risks and architecting proactive mitigation and safeguarding frameworks.

Pioneer applications that ensure LLMs and autonomous agents strictly adhere to societal norms and exhibit safe, behaviorally appropriate actions across all edge cases. Identify and execute the path forward for 0-1 initiatives, including consequence-aware AI, ensuring that these nascent technologies successfully transition from research concepts to scalable, production-ready solutions.

Develop robust methodologies to detect, prevent, and continuously counter abuse vectors within rapidly evolving AI ecosystems.

15 years of experience in product management.

5 years of experience defending high-usage internet platforms from abuse and safety risks.

3 years of experience utilizing ML or AI to build user-facing experiences.