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The MCP provides a bounded, testable, and reproducible foundation for closed-loop agentic instrumentation research by connecting local LLMs to scientific instruments through the Model Context Protocol.
In chemically complex multimetal systems, how local coordination asymmetry emerges and propagates to define the bulk structural behavior remains fundamentally unresolved. In high-entropy metal-organic frameworks (MOFs), long-range crystallographic order coexists with intrinsic chemical disorder, yet a quantitative rela...
Bridging atomically precise materials design with scalable membrane manufacturing remains a central challenge in separation science. Two-dimensional covalent organic frameworks (2D COFs) offer tunable porosity and chemistry, but poor crystallinity and processability have limited their performance in membranes. Here we...
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