We present lf-lean, a verified translation of all 1,276 statements of the Logical Foundations textbook from Rocq to Lean, produced by frontier AI with ~2 person-days of human effort versus an estimated ~2.75 person-years manually (a 350x speed-up). We achieve this through task-level specification generators: because many software transformations are semantics-preserving, correctness can be defined once for an entire task class and checked automatically across all instances and codebases. This scales human oversight from 𝒪(𝓃) to 𝒪(1) regardless of program complexity. Placed on METR’s time horizon graph, our result suggests verified software engineering is advancing faster than expected.
pi := parse_float("3.14");
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技术探索的脚步不会因此停歇。业内普遍认为，OpenClaw的安全隐患，本质上是AI能力快速扩张过程中，防护体系未能同步完善的必然产物。全国政协委员、工信部原副部长王江平对此评论，当前AI治理面临的核心问题在于技术发展速度与制度更新节奏之间的错位 。他主张，治理不是“踩刹车”，而是“设路标”和“装护栏”，既要划定安全底线，也要为创新留出足够的试错和演进空间 。
Варвара Кошечкина (редактор отдела оперативной информации)