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Academic Vibe Coding: Opportunities for Accelerating Research in an Era of Resource Constraint
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本文介绍Vibe编码概念,分析其在学术资源紧张背景下的应用,并探讨其实施工具链及潜在限制。

arXiv:2508.00952v1 Announce Type: cross Abstract: Academic laboratories face mounting resource constraints: budgets are tightening, grant overheads are potentially being capped, and the market rate for data-science talent significantly outstrips university compensation. Vibe coding, which is structured, prompt-driven code generation with large language models (LLMs) embedded in reproducible workflows, offers one pragmatic response. It aims to compress the idea-to-analysis timeline, reduce staffing pressure on specialized data roles, and maintain rigorous, version-controlled outputs. This article defines the vibe coding concept, situates it against the current academic resourcing crisis, details a beginner-friendly toolchain for its implementation, and analyzes inherent limitations that necessitate governance and mindful application.

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Vibe编码 学术资源 数据科学
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