发表机构
University of Colorado Boulder（科罗拉多大学博尔德分校）
机构由 AI 辅助整理，请以论文原文为准。AI 中文总结
本文提出一个AI辅助框架，通过设定诚实规则、聚焦关键论文、事先指定检查等步骤，成功在几天内解决了扩散泳和双极膜两个高级解析理论问题，强调人类监督与可读见解提取。
AI 中文摘要
我们提出一个框架，利用AI的辅助来推进软物质和多物理场领域的解析理论。该框架强调：(i)设定“诚实规则”，(ii)聚焦于少数几篇用于构建感兴趣问题的关键论文，(iii)事先指定检查项，(iv)每次会话仅处理一个任务，并持续记录任务、检查、修正和会话日志，以避免错误在项目中传播，以及(v)确保所有决策由人类批准，而AI主要专注于执行。该框架被应用于两个不同的问题以创造新知识，包括：(i)在任意数量的电解质和任意德拜长度下球形粒子的扩散泳；(ii)在不包含水分解动力学的情况下，双极膜中I-V曲线（包括过极限电流）的解析描述。这两个问题都属于高级分析，通常各自需要数月到一年的努力，但在几天内就得到了解决。然而，效率的提高应谨慎对待，以避免认知卸载，并确保AI辅助的结果被用于提取人类可读的见解，而不仅仅是报告一个新的数学公式。AI的使用被透明地呈现。最后，我们还分享了关于如何在研究生教育中将AI工具整合到理论研究中的简要思考。
英文摘要
We present a framework to advance analytical theory in the area of soft matter and multiphysics using assistance from AI. The framework emphasizes (i) setting "honesty rules", (ii) focusing on a few key papers that are used to formulate a problem of interest, (iii) specifying checks a priori, (iv) using only one task per session and keeping a running log of tasks, checks, corrections, and sessions so that a mistake is not propagated through a project, and (v) ensuring all decisions are approved by humans while AI focuses primarily on execution. The framework is applied to two distinct problems to create new knowledge, including (i) diffusiophoresis of a spherical particle in the presence of an arbitrary number of electrolytes at arbitrary Debye lengths, and (ii) analytical description of I-V curves, including overlimiting current, in bipolar membranes without including the water dissociation kinetics. Both of these problems are advanced analyses and would each typically require several months to a year's worth of effort, but were solved in a matter of a few days. However, the increased efficiency should be cautiously navigated to avoid cognitive offloading and ensure that AI-assisted results are used to extract human-readable insights instead of just reporting a new mathematical formula. The usage of AI is transparently presented. Finally, we also share brief thoughts on how to integrate AI tools in theoretical research during graduate education.
