microsoft-foundry

End-to-end deployment, evaluation, and management of AI agents on Microsoft Foundry.

microsoft ↓ 476k
Claude Code
View source ↗

What it does

  • Fine-tuning a model (SFT, DPO, or RFT)
  • Preparing, validating, or formatting training data
  • Submitting, monitoring, or diagnosing training jobs
  • Calibrating graders or pass thresholds for RFT
  • Deploying or evaluating a fine-tuned model
  • Choosing between training types (SFT vs DPO vs RFT)
  • Distillation, synthetic data generation, or dataset quality scoring

Requirements & configuration

  • 5. Measure token cost alongside accuracy when comparing models
  • | "does not support fine-tuning with Standard TrainingType" | OSS model needs globalStandard | Use --use-rest flag or script auto-falls back |

Derived from the skill's own SKILL.md documentation · extracted 2026-07-23

End-to-end deployment, evaluation, and management of AI agents on Microsoft Foundry.

Source

Repository: https://github.com/microsoft/azure-skills

microsoft-foundry FAQ

What does the microsoft-foundry skill do?

Fine-tune models on Azure AI 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), prompt optimization without training (use prompt-optimizer). Fine-tuning a model (SFT, DPO, or RFT) Preparing, validating, or formatting training data

What does microsoft-foundry require?

5. Measure token cost alongside accuracy when comparing models | "does not support fine-tuning with Standard TrainingType" | OSS model needs globalStandard | Use --use-rest flag or script auto-falls back |

How do I install microsoft-foundry?

Run: npx -y skills add https://github.com/microsoft/azure-skills --skill microsoft-foundry --agent claude-code — the source lives at github.com/microsoft/azure-skills.

Maintain microsoft-foundry?

Let people know it's listed here — add the badge (live metrics, light/dark aware) or a plain link to your README or docs.

microsoft-foundry on getagentictools
[![microsoft-foundry on getagentictools](https://getagentictools.com/badge/skills/microsoft-azure-skills-microsoft-foundry.svg)](https://getagentictools.com/skills/microsoft-azure-skills-microsoft-foundry?ref=badge)
npx agentictools info skills/microsoft-azure-skills-microsoft-foundry

The second line is the CLI lookup for this page — handy in READMEs and docs.