Migrate AI-03, AI-06, AI-07 labs to Microsoft Foundry pattern#125
Migrate AI-03, AI-06, AI-07 labs to Microsoft Foundry pattern#125theresa-i wants to merge 5 commits into
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…ttern - Replace 'Provision an Azure OpenAI resource' with 'Create a Microsoft Foundry resource and project' section - Update model deployments to use Foundry portal navigation and gpt-4.1 (2025-04-14) - Replace API key auth with Entra ID token via az account get-access-token - Update AZURE_OPENAI_API_KEY/API_VERSION env vars to COGNITIVE_SERVICES_TOKEN - Replace api_key= / openai_api_key= with azure_ad_token= in all client/LangChain code - Update api_version to 2024-08-01-preview - Update Databricks workspace provisioning to reference Foundry resource - AI-03: update both AzureOpenAIEmbeddings and AzureChatOpenAI for token auth; fix missing comma bug
…pecify Foundry endpoint tab, update project creation wording
- Fix #4: 'Go to Microsoft Foundry' -> 'Go to Foundry portal' (actual button text) - Fix #5: Deployment type 'Standard' -> 'Global Standard' - Fix #5: Remove 'Enable dynamic quota: Disabled' (field no longer exists in UI) - Fix #5: Add note that Model version settings are under collapsible accordion - Fix #5: AI-03 text-embedding-ada-002: remove 'Content filter: Default', add 'Guardrails: DefaultV2', remove non-existent fields
…ns with AI-03 pattern
…rite generic section text, replace image with step-by-step Trace UI instructions
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Drat, just a heads-up: while I had no problems using GPT4.1 yesterday, today as I start testing these 4 docs (AI-03-Multi-stage-reasoning.md in this instance) I am finding GPT4.1 displays deprecated and unavailable in the 2 regions referenced in the .md, or as it turns out...any region I've tried. In the past I could swear I recall the very same GPT4.1 showing up as 'deprecated' but was still usable, but that time seems to have ended. text-embedding-ada-002 deploy seems to be fine for now, so I tested out GPT5 in this lab using the updated instructs, and while I could certainly deploy I ran into another error in Task 'Create a Vector Index and Store Embeddings' Step 2. 
Oddly, if I changed line openai_api_version="2025-04-01-preview", to openai_api_version="2024-02-15-preview", this seemed to avoid the error. Pressing on in this lab, editing gpt-4.1 where referenced in Notebook to gpt-5, I got to the end successfully I think? 
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Summary
Migrates AI-03, AI-06, and AI-07 labs from the legacy Azure OpenAI provisioning pattern to the Microsoft Foundry pattern, consistent with AI-04 (PR #122, merged) and AI-05 (PR #124).
Changes per file
AI-07-LLMOps.md, AI-06-Responsible-AI.md, AI-03-Multi-stage-reasoning.md
Provisioning pattern migration:
az account get-access-token --resource https://cognitiveservices.azure.comAuthentication migration:
api_key=) with Entra ID token auth (azure_ad_token=)AZURE_OPENAI_ENDPOINT+COGNITIVE_SERVICES_TOKENModel migration:
gpt-4/gpt-35-turbowithgpt-4.1(version2025-04-14, deployment namegpt-4.1)"2024-08-01-preview"Deployment form field fixes (browser-verified against live Foundry UI):
Standard→Global StandardEnable dynamic quota: Disabled(field no longer exists in Foundry UI)Content filter: Default, replaced withGuardrails: DefaultV2Clean up section:
Testing
All provisioning and deployment steps were browser-tested against a live Foundry resource (
lab5fix, North Central US) to verify UI accuracy.