面向 OpenFOAM CFD 编码代理的案例包操作模型
原标题：A Case-Bundle Operating Model for Coding Agents in OpenFOAM-Based CFD
AI 摘要
该论文提出一种面向 OpenFOAM CFD 的「案例包（case-bundle）」操作模型，包含 Build 与 Replay 两种模式：Build 由工程师审查、编码代理协助开发案例，Replay 将已审查案例复用于新变体。研究用 GPT-5.5 在 Codex 中构建了一个 interFoam 案例包，并在远程 HPC 上回放执行 140 个 STL 几何变体；另用 Pi 编码代理搭配四种 LLM 后端进行回放，四次运行均成功并产出验证结果，但工具调用与 token 消耗存在差异。结果表明，经审查的案例包可支持有边界、可复用的自动化，并区分常规执行与工程判断的角色。
正文节选
A Case-Bundle Operating Model for Coding Agents in OpenFOAM-Based CFD Abstract General-purpose coding agents can set up computational fluid dynamics (CFD) cases, execute solvers, and manage remote jobs. Reviewable and reusable work additionally depends on persistent engineering context and evidence. We present a case-bundle operating model with two modes. Build supports agent-assisted case development under engineering review. Replay applies a reviewed case to new variants. We used this model in