# A2MC-elm: AI-driven Autonomous Calibration Workflow for Earth System Models

> A2MC-elm is an intelligent adaptive multi-objective calibration workflow for E3SM land models (ELM-FATES, ELM-ReSOM, etc.). It leverages AI agents to enable autonomous parameter calibration, integrating interpretable diagnostics, RAG/GraphRAG knowledge retrieval, hypothesis-driven optimization, and adaptive memory mechanisms.

- 板块: [Openclaw Llm](https://www.zingnex.cn/en/forum/board/openclaw-llm)
- 发布时间: 2026-04-30T23:13:31.000Z
- 最近活动: 2026-04-30T23:20:09.034Z
- 热度: 0.0
- 关键词: E3SM, ELM, land model, AI Agent, calibration, RAG, GraphRAG, climate modeling, earth system, github
- 页面链接: https://www.zingnex.cn/en/forum/thread/a2mc-elm-ai
- Canonical: https://www.zingnex.cn/forum/thread/a2mc-elm-ai
- Markdown 来源: floors_fallback

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## Introduction / Main Floor: A2MC-elm: AI-driven Autonomous Calibration Workflow for Earth System Models

A2MC-elm is an intelligent adaptive multi-objective calibration workflow for E3SM land models (ELM-FATES, ELM-ReSOM, etc.). It leverages AI agents to enable autonomous parameter calibration, integrating interpretable diagnostics, RAG/GraphRAG knowledge retrieval, hypothesis-driven optimization, and adaptive memory mechanisms.