Deploy, evaluate, fine-tune, and manage Foundry agents end-to-end with azd: hosted agent scaffold/run/deploy, prompt agent create, batch eval, continuous eval, prompt optimizer, Agent Optimizer scaffold, agent.yaml, dataset curation from traces, model fine-tuning (SFT/DPO/RFT). USE FOR: azd ai agent, azd provision/deploy, deploy agent, hosted agent, create agent, add tool to agent, invoke agent, evaluate agent, continuous eval, continuous monitoring, agent CI/CD, optimize prompt, improve prompt, optimize agent instructions, agent optimizer, deploy model, Foundry project, RBAC, role assignment, permissions, quota, capacity, region, troubleshoot agent, deployment failure, AI Services, create Foundry resource, provision, knowledge index, customize deployment, onboard, availability, fine-tune, SFT, DPO, RFT, training-data, grader, distillation, fine-tuned model, large file upload. DO NOT USE FOR: Azure Functions, App Service, general Azure deploy (use azure-deploy), general Azure prep (use azure-prepare).
**WORKFLOW SKILL** — Deploy an Azure Local instance via Azure portal or ARM template: prerequisites, software download, OS install, Arc registration, and cloud deployment. WHEN: "deploy Azure Local", "install Azure Local", "Azure Local deployment", "deploy via portal", "Azure Local ARM template", "register Azure Local with Arc", "download Azure Local software". USE FOR: running a fresh Azure Local 23H2+ deployment end to end. DO NOT USE FOR: planning/sizing (use azlocal-plan-size), SFF edge devices (use azlocal-sff), AKS clusters (use aksarc-on-azure-local).
**ANALYSIS SKILL** — Troubleshoot Azure Local deployment, registration, and update failures: collect logs, use the diagnostic support tools, and open support. WHEN: "troubleshoot Azure Local", "Azure Local deployment failed", "collect logs Azure Local", "Azure Local registration issue", "deployment validation failed", "diagnostic support tool", "update failed Azure Local", "Configurator app issue". USE FOR: diagnosing Azure Local infrastructure failures. DO NOT USE FOR: tenant app/Kubernetes debugging (use azure-diagnostics).