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BlueprintRepair: Typed Local Edits for Failed Lean Proof Blueprints

arXiv cs.AI LLM Agents Ruslan Khrulev 2026-07-30

TL;DR - BlueprintRepair uses schema-checked local edits to repair failed LLM-generated Lean proof blueprints without allowing changes to the target theorem. It achieves similar coverage to free-form patching and rewriting at substantially lower token cost.

  • Provides ten typed operations for locally editing proof dependency graphs, with every change verified by Lean.
  • Introduces BlueprintTrace, a benchmark of 142 controlled failures with accepted and rejected repair trajectories.
  • With DeepSeek-V4-Flash, patching costs 1.30Ă— and rewriting 2.06Ă— more per solved state than typed repair.
  • Typed repair approaches its final coverage within 10,000 completion tokens, outperforming free-form interfaces at that budget.

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