arXiv cs.AI· Justin Asher, Yichuan Cao, Ruichen Qiu, Pietro Pellegrino, Jia Li·· 12 小时前AI 评分50
Numina Fuse:在 Lean 4 中进行交互式自动形式化
Numina Fuse: Interactive Autoformalization in Lean 4
AI 导读
Numina Fuse 是面向 Lean 4 数学形式化的 agent-native 应用,围绕人类监督智能体工作而设计,用户通过 blueprint、依赖图和 Lean 代码视图监督 AI 编排器。
正文
Abstract:Numina Fuse is an agent-native application for formalizing mathematics in Lean 4. Since Lean can compile while not representing its intended informal meaning, and agents now write Lean faster than people can read it, we built Fuse around human supervision of agent work. A user works with an AI orchestrator on a Lean project and supervises it through views of the blueprint, the dependency graph, and the Lean code, while the backend keeps the project's derived state and runs agents for hours without the user present. We describe the development of Fuse throughout 2026, as it moved from a prescribed pipeline of agents paced by human review to an orchestrator that dispatches specialists, provers, and parallel children on its own. We designed for this shift, keeping project state, tooling, and interface design separate from orchestration so that agents could take over more of the work as models improved. We report Fuse's use in a formalization of the three-dimensional Kakeya conjecture and a study of prover models. We close with lessons for the next generation of autoformalization systems. Fuse Desktop, an open-source local version, is available at this https URL.
| Comments: | 16 pages, 10 figures |
| Subjects: | Artificial Intelligence (cs.AI); Machine Learning (cs.LG); Logic in Computer Science (cs.LO); Software Engineering (cs.SE) |
| Cite as: | arXiv:2610.33860 [cs.AI] |
| (or arXiv:2610.33860v1 [cs.AI] for this version) | |
| https://doi.org/10.48550/arXiv.2610.33860 arXiv-issued DOI via DataCite (pending registration) |
Submission history
From: Justin Asher [view email]
[v1]
Sat, 24 Oct 2026 19:05:32 UTC (3,660 KB)
来源:arXiv cs.AI · arxiv.org