面壁智能开源 ForgeStencil:全自动 HPC 优化系统

OpenBMB · @OpenBMB · X·2026-08-04 21:30·49天前
AI 导读

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。

OpenBMB@OpenBMB
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面壁智能开源 ForgeStencil:全自动 HPC 优化系统

2026-08-04 21:30· 49天前
AI 导读

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。

🚀 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.