Why Mathematical Problems Are Hard for Agents in Practice
Cases from First Proof, Momus, LeanMarathon, Danus, and Aletheia reveal the central challenges math agents face in strategy selection, dependency management, long proofs, and preserving information from failed attempts.
AI for Math · Math Agent · Multi Agent · Formal Reasoning · Proof Verification · 17 min read ·
DeepMind AlphaProof Nexus Explained: 4 System Paradigms for AI Math Research
A breakdown of how DeepMind AlphaProof Nexus combines LLMs, Lean, AlphaProof, evolutionary search, and multi-agent orchestration into a formal proof system for mathematical research.
AI for Math · Formal Reasoning · Multi Agent · AlphaProof · Deepmind · 17 min read ·
AlphaGeometry DSL Guide: Google Geometry DSL, defs.txt Actions, and Predicates
A technical guide to AlphaGeometry DSL covering problem format, defs.txt action definitions, geometric predicates, rules.txt reasoning, and construction workflow for geometry solvers, dataset generation, and AlphaGeometry reproduction.
AI for Math · Geometry Reasoning · Formal Reasoning · Geometry DSL · AlphaGeometry · 11 min read ·
AlphaGeometry2 Deep Dive: How Does Google AI Solve IMO Geometry Problems?
How AlphaGeometry2 combines geometry reasoning, auxiliary-line search, and symbolic deduction to solve IMO geometry problems, with engineering takeaways for math AI builders.
AI for Math · Geometry Reasoning · Formal Reasoning · AlphaGeometry · Deepmind · 11 min read ·