AINeutralarXiv – CS AI · 8h ago6/10
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Grounded Scaling: Why Agentic AI Needs Deterministic Environments
A new arXiv paper argues that agentic AI systems require deterministic environments to scale effectively, proposing that environment determinism is a critical binding constraint for AI progress alongside compute growth. The authors introduce a Supply Certainty Index and five-level Determinism Maturity Model to operationalize the framework for tasks with verifiable economic or physical outcomes.