microsoft-foundry

Use the deploy sub-skill after reading the azd-guidance document. It covers deploying hosted agents with azd, smoke-testing the deployment, creating or updating prompt agents, and managing agent versions across multiple environments.

Use the finetuning sub-skill, which supports SFT, DPO, and RFT training types. It covers dataset preparation and validation, grader calibration for RFT, training job submission via scripts, checkpoint evaluation, and deployment of the fine-tuned model.

Basic setup is the default azd ai agent flow where all resources are Microsoft-managed with no capability host. Standard setup provisions a capability host with bring-your-own Cosmos DB, Azure Storage, and AI Search for data residency control, and takes 10-20 minutes to provision.

QuotaExceeded means your subscription's TPM or PTU allocation in that region is fully consumed. Check regional usage with az rest against the CognitiveServices usages API, delete unused deployments to free quota immediately, or request an increase through the Azure Portal.

Yes, the cicd sub-skill covers setting up a CI/CD deployment pipeline for Foundry agents. You will typically need a service principal with at least the Foundry User role, created via az ad sp create-for-rbac, for pipeline authentication.

Do not use it for Azure Functions, App Service, or general Azure deployments, which belong to the azure-deploy skill, or for general Azure environment preparation, which belongs to azure-prepare. It is scoped specifically to Foundry resources, agents, models, and evaluations.