Spin–orbit-coupled quantum transport with optimised Gaussian-type orbital basis sets: Application to molecular junctions and topological materials

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The foundation of any sustainable strategy is creating content with AIO in mind from the beginning rather than retrofitting optimization after publication. This doesn't mean abandoning your audience's needs to serve AI algorithms—it means recognizing that content optimized for AI models is typically also better for human readers because both value clarity, structure, accuracy, and comprehensiveness.

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The gains illustrate how fundamental design choices compound: batching amortizes async overhead, pull semantics eliminate intermediate buffering, and the freedom for implementations to use synchronous fast paths when data is available immediately all contribute.