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Restructure and expand Microsoft Foundry & Foundry Local skills#31

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leestott wants to merge 3 commits intoMicrosoftDocs:mainfrom
leestott:Update-Foundry
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Restructure and expand Microsoft Foundry & Foundry Local skills#31
leestott wants to merge 3 commits intoMicrosoftDocs:mainfrom
leestott:Update-Foundry

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Title: Restructure and expand Microsoft Foundry & Foundry Local skills

Description
This PR delivers a comprehensive overhaul of the Foundry-related agent skills, replacing the single azure-ai-foundry-local skill with two well-structured, deeply documented skill trees: microsoft-foundry and microsoft-foundry-local.

Changes
Renamed & Restructured: azure-ai-foundry-local → microsoft-foundry-local
Removed the old skills/azure-ai-foundry-local/SKILL.md (60 lines)
Added SKILL.md — a new top-level router skill with 7 focused sub-skills:
setup — Installation, model management, environment configuration
chat — Chat completions, structured output, streaming
rag — Retrieval-augmented generation patterns
agents — On-device agent development
whisper — Speech-to-text with Whisper models
custom-models — ONNX model import and serving
evaluation — Local model evaluation workflows

New: microsoft-foundry (cloud skill)
Added SKILL.md — a comprehensive top-level skill for end-to-end Foundry agent lifecycle management, with sub-skills for:
Agent lifecycle: create → deploy → invoke → observe → trace → troubleshoot
Eval datasets: Trace-to-dataset curation, versioning, trending, regression detection, lineage tracking
Model deployment: Preset (quick) and customized deployments with capacity discovery and region ranking scripts
Project & resource provisioning: Foundry project creation, AI Services resource setup
Quota management: Usage checks, capacity planning, PTU guidance, error resolution
RBAC: Role assignments, managed identity, service principal setup, auth best practices
Connections: Project connection management

Stats
85 files changed +11,311 lines added, -60 lines removed
New PowerShell and Bash scripts for capacity discovery and deployment URL generation

Testing
Skill routing and sub-skill references validated against the SKILL.md metadata and file paths.

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