Semi-Autonomous Formalization of the Vlasov-Maxwell-Landau Equilibrium
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Abstract (arXiv)
We present a complete Lean 4 formalization of the equilibrium characterization in the Vlasov-Maxwell-Landau (VML) system, which describes the motion of charged plasma. The project demonstrates the full AI-assisted mathematical research loop: an AI reasoning model (Gemini DeepThink) generated the proof from a conjecture, an agentic coding tool (Claude Code) translated it into Lean from natural-language prompts, a specialized prover (Aristotle) closed 111 lemmas, and the Lean kernel verified the result. A single mathematician supervised the process over 10 days at a cost of 200, writing zero lines of code. The entire development process is public: all 229 human prompts, and 213 git commits are archived in the repository. We report detailed lessons on AI failure modes -- hypothesis creep, definition-alignment bugs, agent avoidance behaviors -- and on what worked: the abstract/concrete proof split, adversarial self-review, and the critical role of human review of key definitions and theorem statements. Notably, the formalization was completed before the final draft of the corresponding math paper was finished.
Key facts. Cited by 7 papers in the map (data through 7 Oct 2026). Builds on 7 of its 30 references that are in the map. First posted on arXiv 16 Mar 2026.
Builds on
7 of 30 references.
References · 7
- 2025Seed-Prover: Deep and Broad Reasoning for Automated Theorem Provingcited by 96
- 2025Aristotle: IMO-level Automated Theorem Provingcited by 47
- 2026Numina-Lean-Agent: An Open and General Agentic Reasoning System for Formal Mathematicscited by 43
- 2026Towards Autonomous Mathematics Researchcited by 31
- 2026Semi-Autonomous Mathematics Discovery with Gemini: A Case Study on the ErdHos Problemscited by 24
- 2026130k Lines of Formal Topology in Two Weeks: Simple and Cheap Autoformalization for Everyone?cited by 16
- 2026Formalizing the stability of the two Higgs doublet model potential into Lean: identifying an error in the literaturecited by 4
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Citing papers per year: 2026: 7.
7 papers.
- 2026Automated Conjecture Resolution with Formal Verificationcited by 21
- 2026Workflow Closure Is Not Scientific Closure in Auto-Research Systemscited by 1
- 2026Sorries Are Not the Hard Part: An Expert-Review Case Study of a Semi-Autonomous Formalizationcited by 1
- 2026Hypothesis-Disciplined Multi-Agent Automated Formalization of Asymptotic Statistical Theorycited by 1
- 2026A Formalization of the Mean-Field Derivation of the Vlasov Equationcited by 1
- 2026A Neural Score-Based Particle Method for the Vlasov-Maxwell-Landau Systemcited by 0
- 2026Benign Loss Landscapes Can Coexist with Worst-Case Hardnesscited by 0
- 2026Benign Loss Landscapes Can Coexist with Worst-Case Hardness11 Sep 2026
- 2026A Formalization of the Mean-Field Derivation of the Vlasov Equation9 Jul 2026
- 2026Sorries Are Not the Hard Part: An Expert-Review Case Study of a Semi-Autonomous Formalization11 Jun 2026
- 2026Hypothesis-Disciplined Multi-Agent Automated Formalization of Asymptotic Statistical Theory3 Jun 2026
- 2026Workflow Closure Is Not Scientific Closure in Auto-Research Systems25 May 2026
- 2026Automated Conjecture Resolution with Formal Verification4 Apr 2026
- 2026A Neural Score-Based Particle Method for the Vlasov-Maxwell-Landau System26 Mar 2026
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