arXiv cs.AIPaper
Algebraic World Model: From Exploration to Proofs
This is genuinely novel: turning empirical exploration into formal proofs is a hard problem, and AWM does it by building models iteratively and letting category theory guide abstraction. For builders of reasoning systems, this shows a path past the memorization wall: agents that can prove what's actually impossible in a domain, not just what they've seen. The constraint is complexity; it works on game puzzles now.