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I design systems that operate under real-world constraints.

AI Systems
Governance
Infrastructure

Independent researcher focused on AI systems, governance, and infrastructure.

Work centered on structured approaches to artificial intelligence deployment, with emphasis on reliability, scalability, and real-world constraints.

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