-Frontier labs experience (e.g., Anthropic, OpenAI, DeepMind); or
-Novel discovery through published work (NeurIPS/ICML/ICLR); or
-Founded or led an AI/research company; or
-Standout independent achievement (leading major open-source, top-tier role, etc.).