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S2S Forecasting Expert (FuXi, FengWu, AIFS)
作者
Manmeet Singh
· GitHub ↗
· v1.0.1
631
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0
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0
当前安装
2
版本数
在 OpenClaw 中安装
/install s2s-forecasting-expert
功能描述
End-to-end builder for AI-based Subseasonal-to-Seasonal (S2S) forecasting systems. Generates runnable PyTorch code for FuXi-style, FengWu-style, and AIFS-ins...
安全使用建议
This skill appears coherent and low-risk, but exercise normal caution: review any generated code before running it (look for dataset download commands, remote URLs, or hard-coded credentials), run unknown training scripts in a controlled environment (container/VM) if possible, verify you comply with dataset licenses such as ERA5, and disable the skill if you do not want it to be auto-invoked for related queries. If you plan to run distributed or multi-GPU scripts, inspect scheduler/launcher commands to avoid unintentionally interacting with cluster resources or credentials.
功能分析
Type: OpenClaw Skill
Name: s2s-forecasting-expert
Version: 1.0.1
The skill bundle consists solely of documentation files (`_meta.json`, `SKILL.md`, `README.md`). Both `SKILL.md` and `README.md` clearly state that the skill generates code locally, does not call external APIs, does not perform remote execution, and does not transmit data externally. The `SKILL.md` metadata explicitly declares no required environment variables or files. There are no instructions or phrases that suggest prompt injection against the AI agent, nor any other indicators of malicious or suspicious behavior.
能力评估
Purpose & Capability
The name and description (S2S model builder for FuXi/FengWu/AIFS-style systems) match the SKILL.md content: generation of model architectures, training loops, CRPS implementations, evaluation, and inference code. No unrelated capabilities or credentials are requested.
Instruction Scope
SKILL.md is an instruction-only manifest that directs the agent to generate code and scaffolds. It does not instruct the agent to read arbitrary host files, access environment variables, or send data externally; it explicitly states no external API calls or automatic dataset downloads.
Install Mechanism
There is no install spec and no code files executed by the platform. Being instruction-only means nothing is downloaded or written by the skill itself—lowest-risk install posture.
Credentials
The skill declares no required environment variables, credentials, or config paths. This is proportional to an LLM-based code-generator that produces local training/inference code.
Persistence & Privilege
always is false and the skill does not request persistent or system-wide configuration changes. Autonomous invocation is allowed by default but is not combined with other high-risk behaviors.
如何使用
- 确保已安装 OpenClaw（本地或 Docker 部署）
- 在对话框中输入安装命令：
/install s2s-forecasting-expert - 安装完成后，直接呼叫该 Skill 的名称或使用
/s2s-forecasting-expert触发 - 根据 Skill 的参数说明提供必要输入，即可获得结构化输出
版本历史
v1.0.1
Major update: The skill now generates full runnable code and training pipelines for S2S AI weather models.
- Renamed from "s2s-forecasting-expert" to "s2s-model-builder" to reflect code generation capabilities.
- Provides end-to-end PyTorch code for model architecture, training, inference, and evaluation.
- Supports FuXi-style, FengWu-style, and AIFS-inspired S2S forecasting models.
- Implements CRPS loss, probabilistic outputs, distributed training, and ERA5-style data workflows.
- Maintains strict security: all code runs locally, with no external API calls or data transmissions.
v1.0.0
- Initial release of s2s-forecasting-expert.
- Provides expert guidance for AI-based Subseasonal-to-Seasonal (S2S) forecasting systems including FuXi, FengWu, and AIFS.
- Covers architecture design, training pipelines, probabilistic forecasting, evaluation, and deployment for S2S models.
- Focus on CRPS-based probabilistic verification and transformer-based global weather models.
- No external API calls or data transmission; advisory-only functionality.
元数据
常见问题
S2S Forecasting Expert (FuXi, FengWu, AIFS) 是什么？
End-to-end builder for AI-based Subseasonal-to-Seasonal (S2S) forecasting systems. Generates runnable PyTorch code for FuXi-style, FengWu-style, and AIFS-ins... 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件，目前累计下载 631 次。
如何安装 S2S Forecasting Expert (FuXi, FengWu, AIFS)？
在 OpenClaw 或 Claude Code 对话框中运行命令「/install s2s-forecasting-expert」即可一键安装，无需额外配置。
S2S Forecasting Expert (FuXi, FengWu, AIFS) 是免费的吗？
是的，S2S Forecasting Expert (FuXi, FengWu, AIFS) 完全免费（开源免费），可自由下载、安装和使用。
S2S Forecasting Expert (FuXi, FengWu, AIFS) 支持哪些平台？
S2S Forecasting Expert (FuXi, FengWu, AIFS) 跨平台运行，可在任意部署了 OpenClaw / Claude Code 的环境中使用（cross-platform）。
谁开发了 S2S Forecasting Expert (FuXi, FengWu, AIFS)？
由 Manmeet Singh（@manmeet3591）开发并维护，当前版本 v1.0.1。
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