Tech · Import AI
Import AI 478: Math for alignment; ProgramBench; and Mirendil shows what RSI means
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The researcher “then deputized an orchestrator agent to carry out the plan, spinning up agents to do pen-and-paper math, write Lean, and handle support functions like checking that things were staying on track… the execution phase required little scaffolding beyond the initial plan and some agent skills distilled from…
Key facts
- How math could help alignment: …What the “industrialization of mathematics” means for safety… AI safety startup Resolution (formerly known as Sequent, Import AI 461 ) has published work on how it
- A Resolution researcher “started by working with agents to develop two plans: a high-level, human-interpretable version and a detailed (112-page) plan divided into atomic steps that closely followed
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Summary
Welcome to Import AI, a newsletter about AI research. How math could help alignment: …What the “industrialization of mathematics” means for safety… AI safety startup Resolution (formerly known as Sequent, Import AI 461 ) has published work on how it has automatically formalized some mathematical statements related to statistical learning theory. The researcher “then deputized an orchestrator agent to carry out the plan, spinning up agents to do pen-and-paper math, write Lean, and handle support functions like checking that things were staying on track… the execution phase required little scaffolding beyond the initial plan and some agent skills distilled from earlier internal autoformalization efforts.” $135k for math formalization: The work took about a week, taking “on the order of 100B input tokens (90% cache reads) and about 300 million output tokens (totaling an estimated $135,000 in token spend), and produced about 600k lines of Lean.