# 面壁智能开源 ForgeStencil：全自动 HPC 优化系统

- 来源：OpenBMB (@OpenBMB)
- 发布时间：2026-08-04 21:30
- AIHOT 分数：53
- AIHOT 链接：https://aihot.virxact.com/items/cmsepaxqq11vgro2e4z8erqiz
- 原文链接：https://x.com/OpenBMB/status/2084632950998499476

## AI 摘要

面壁智能（OpenBMB）发布 ForgeStencil，首个面向真实 HPC 应用、全自动研究与部署 Stencil 优化的开源 AI 系统。无需人工介入，系统通过 Kernel Agent 与 App Agent 两个智能体，在一周内完成 100+ 工业与科学计算应用的自动优化，已应用于天气预报、地震成像、电磁仿真、核工程、医学影像及量化金融等场景。

## 正文

🚀 AI is moving beyond code generation.

We're releasing ForgeStencil - the first open-source AI system designed to automatically research and deploy Stencil optimizations for real-world HPC applications. 🥳

With no human in the loop， ForgeStencil autonomously researches， optimizes， and deploys Stencil kernels， completing automatic optimization for 100+ industrial and scientific computing applications in just one week.

Powered by two AI agents， ForgeStencil automates the full optimization workflow：
🧠 Kernel Agent researches optimization strategies and generates high-performance kernels.
⚙️ App Agent identifies performance hotspots， integrates optimized kernels into applications， and validates correctness.

ForgeStencil has been applied to real-world workloads including：
🌦️ Weather forecasting
🛢️ Seismic imaging
📡 Electromagnetic simulation
⚛️ Nuclear engineering
🏥 Medical imaging
💹 Quantitative finance

By automating Stencil optimization for real industrial and scientific applications， ForgeStencil enables scalable optimization beyond traditional expert-driven workflows.

💻 GitHub： https://github.com/OpenBMB/ForgeStencil

⭐ Star the repo， try it out， and share what you'd like to optimize with ForgeStencil.