Summary: Existing LLM agents for computational materials science are constrained by pipeline-bounded architectures tied to specific simulation codes and by dependence on manually written tool ...

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Because one clause could simultaneously contain more than one substantively distinct policy instrument, multi code assignment was permitted where appropriate. As a result, the full coding process ...