microsoft/github-copilot-for-azure · plugins/azure-skills/skills/microsoft-foundry/finetuning/SKILL.md

finetuning skillA

finetuning is agent-read markdown (skill) from microsoft/github-copilot-for-azure: Fine-tune models on Microsoft Foundry using SFT (supervised), DPO (preference), or RFT (reinforcement with graders). Covers dataset preparation, training job submission, deployment, and evaluation. USE FOR: fine-tune, SFT, DPO, RFT, training data, grader, distillation, fine-tuned model, training job, large file upload, calibrate grader, deploy fine-tuned model, evaluate fine-tuned model. DO NOT USE FOR: general model deployment without fine-tuning (use deploy-model), agent creation (use agents),.

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 microsoft/github-copilot-for-azure/finetuning@v0.0.0-placeholder
Exact content
mdr add microsoft/github-copilot-for-azure/finetuning@sha256:7a17789cb61e026a

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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_bkvvwbjjkwxlrryz.svg)](https://markdownregistry.com/a/art_bkvvwbjjkwxlrryz)

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Versions

versioncommittedcommitsizeaudit
v0.0.0-placeholder latest2026-08-07 54c2a28 5,509 BA view · diff
v0.0.0-placeholder2026-07-28 d3959f3 5,507 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 (5509 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

microsoft/github-copilot-for-azure · 251 stars · license NOASSERTION · pushed 2026-09-18 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_bkvvwbjjkwxlrryz
GET https://markdownregistry.com/api/v1/resolve?ref=microsoft/github-copilot-for-azure/finetuning
GET https://markdownregistry.com/api/v1/blob/7a17789cb61e026a52071564b00624f2880e7b35c89fec9aa06c0dfcc8fe1e31

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