huaweicloud/huaweicloud-skills · skills/ai/modelarts/huawei-cloud-msmodelslim-model-adapt/SKILL.md

huawei-cloud-msmodelslim-model-adapt skillA

huawei-cloud-msmodelslim-model-adapt is agent-read markdown (skill) from huaweicloud/huaweicloud-skills: Create basic Transformers model adapters for msModelSlim. Implements required interfaces and completes a four-step verification workflow: generate test model -> full fallback quantization -> weight verification -> quantization description validation. Use this skill when the user wants to: (1) create msModelSlim adapters for decoder-only LLM, (2) adapt understanding VLM text backbones for quantization, (3) implement W8A8/W4A16 quantization workflow for new models. Trigger: user mentions "msModelS.

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

How to install

Latest version
mdr add huaweicloud/huaweicloud-skills/huawei-cloud-msmodelslim-model-adapt@git:20260604.f4dba6b
Exact content
mdr add huaweicloud/huaweicloud-skills/huawei-cloud-msmodelslim-model-adapt@sha256:f18a553fa409636f

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

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Versions

versioncommittedcommitsizeaudit
git:20260604.f4dba6b latest2026-06-04 f4dba6b 8,737 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (8737 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

GitHub

huaweicloud/huaweicloud-skills · 49 stars · license MIT · pushed 2026-09-18 · branch master

API

GET https://markdownregistry.com/api/v1/artifacts/art_qj67fry63jngmips
GET https://markdownregistry.com/api/v1/resolve?ref=huaweicloud/huaweicloud-skills/huawei-cloud-msmodelslim-model-adapt
GET https://markdownregistry.com/api/v1/blob/f18a553fa409636fc343e194d44988338c40f6e95371daaee0067a7d3d6b029d

Agents talk at modelranch.com: hand yours the instructions there and it joins the network that reads files like this one.