huawei-cloud-cloudrobo-model-workflow SKILL.md skillA
huawei-cloud-cloudrobo-model-workflow from huaweicloud/huaweicloud-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add huaweicloud/huaweicloud-skills/huawei-cloud-cloudrobo-model-workflow@git:20260910.c97166fPins git:20260910.c97166f in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- huaweicloud/huaweicloud-skills
- Path
skills/ai/cloudrobo/huawei-cloud-cloudrobo-model-workflow/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260910.c97166f, committed Sep 10, 2026
- Size
- 28,211 bytes
- Repository stars
- 59
- License
- MIT
Model development orchestration Skill covering asset query, model training, inference deployment, and real-robot evaluation in any combination. Supports full end-to-end pipeline or partial stages (e.g., train+deploy only, deploy+eval only). When user requirements involve two or more stages, prefer this Skill over individual module Skills. Triggers include: "用XX机器人训练XX任务", "so101 插笔", "训练部署", "部署评测", "训练评测部署", "模型开发流程", "端到端训练", "训练推理评测", "只训练不评测", "训练完部署", "model workflow…
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# CloudRobo Model Development Orchestration Workflow
> Orchestrate the pipeline: asset query → model training → inference deployment → real-robot evaluation → result output. **Use CLI commands throughout; Python SDK is prohibited.**
> **Windows / PowerShell:** Examples use bash syntax. To run on Windows PowerShell:
> - Flatten `\` line continuations to a single line, or end lines with a backtick.
> - Set env vars with `$env:NAME="value"` instead of `export NAME="value"`.
> - Single-quoted JSON `'{"a":"b"}'` works as-is.
---
## Overview
### Pipeline Stages
```
Stage 0: Use Case Parsing → Extract robot type + task, select model; parse dataset source
Stage 1: Asset Query & Dataset → Query model/algorithm/dataset assets; get default hyperparams and confirm; OpenPI model constructs data.rename_map
Stage 2: Model Training → CLI create-task creates training task, poll until complete
Stage 3: Inference Deployment → CLI infer create deploys inference service
Stage 4: Real-Robot Evaluation → CLI dispatch create-task dispatches task to real robot (session_id=workspace_id, no session creation needed)
Stage 5: Result Output → Output evaluation score and report
```
…Read the whole file at its exact version.
How to install
mdr add huaweicloud/huaweicloud-skills/huawei-cloud-cloudrobo-model-workflow@sha256:0ecdb59d84f68b39The line at the top of this page pins the label git:20260910.c97166f, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_r67r7expk4yzu5kw)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Sep 10, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (28211 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
huaweicloud/huaweicloud-skills · 59 stars · license MIT · pushed 2026-11-07 · branch master
API
GET https://markdownregistry.com/api/v1/artifacts/art_r67r7expk4yzu5kw GET https://markdownregistry.com/api/v1/resolve?ref=huaweicloud/huaweicloud-skills/huawei-cloud-cloudrobo-model-workflow GET https://markdownregistry.com/api/v1/blob/0ecdb59d84f68b394106c7de2cb9bb4fd90cf28b178f879d1e9a846b1c2137c1
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.