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World Models in Pieces: Structural Certification for General Agents
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world-models-in-pieces-structural-certification-for-general-agents-1d105dc1·1 events·first seen 6d agoAliases: World Models in Pieces: Structural Certification for General Agents
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Structural certification framework for general agents in the big-world regime
A new arXiv preprint introduces 'structural certification,' a transition-local framework for formally bounding the reliability of general agents in environments too large for universal competence. The authors prove that general agents cannot be universal, making standard worst-case guarantees uninformative, and then provide algorithms that filter transitions via deep compositional goals to produce entry-wise error bounds of O(1/n) + O(δ) on an agent's internal world model. The work aims to enable certifiable deployment of general agents by identifying specific transitions where long-horizon planning is provably reliable.