• Design advanced problems in algorithms, systems, theory, machine learning, or computational methods • Create code-first and reasoning-heavy tasks that challenge state-of-the-art AI systems • Submit complete and verified solutions, including programmatic approaches when needed • Develop multi-part tasks that mirror real technical and research workflows • Ensure problems are deterministic, rigorous, and reproducible • Write clearly and precisely in English

• Design advanced mathematical problems for frontier AI training and evaluation • Create deterministic problems with exactly one correct answer • Write complete, verified solutions and clearly document the reasoning process • Develop problems that test deep mathematical reasoning, not just memorization • Where relevant, use Python or specialized tools to build computational workflows • Ensure all outputs are technically precise, reproducible, and well-written in English

• Design advanced physics problems for frontier AI training and evaluation • Create deterministic problems with exactly one correct answer • Write complete, verified solutions and clearly document the reasoning process • Develop problems that test deep physical reasoning and multi-step analysis, not just memorization • Where relevant, use Python or specialized tools to build simulations, models, or computational workflows • Ensure all outputs are technically precise, reproducible, and well-written in English

• Design advanced physics problems for frontier AI training and evaluation • Create deterministic problems with exactly one correct answer • Write complete, verified solutions and clearly document the reasoning process • Develop problems that test deep physical reasoning and multi-step analysis, not just memorization • Where relevant, use Python or specialized tools to build simulations, models, or computational workflows • Ensure all outputs are technically precise, reproducible, and well-written in English