docs(architect): weekly KB update — 66 files refreshed (2026-04)

Updated 66 stale knowledge base reference files (10 critical, 56 high)
across all 5 skills using Microsoft Learn MCP research.

Key factual updates:
- Groundedness Detection API: `correction` → `mitigating` param,
  `correctedText` → `correctionText` (breaking change)
- Copilot Studio: GPT-4.1 mini now default (was GPT-4o mini);
  Claude Sonnet 4.5 + Opus 4.5 added (experimental, 200K ctx)
- Agentic Retrieval: still public preview; 50M free tokens/month
- Azure security baselines: "Cognitive Services" → "Foundry Tools"
- Databricks: Delta Live Tables → Lakeflow Spark Declarative Pipelines
- MLflow 3 GenAI: new Feedback/Expectation data model
- Token tracking doc: "Azure OpenAI in Foundry Models through a gateway"
- Agent Registry: Risks column (M365 E7), Graph API (preview)
- Copilot DLP: new Entra AI Admin + Purview Data Security AI Admin roles
- ISO/IEC 42001: scope expanded to M365 Copilot, Foundry, Security Copilot
- Zero Trust: CAE now via Conditional Access, Strict Location Enforcement
- Purview: new Fabric Copilots/agents governance section
- AG-UI HITL: ApprovalRequiredAIFunction (C#), @tool approval_mode (Python)

All files: Last updated → 2026-04, *(Verified MCP 2026-04)* markers added.
Build registry: 1341 URLs from 387 files (+2 new URLs).

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

skills/ms-ai-engineering/references/mlops-genaiops/responsible-ai-mlops-integration.md

@@ -1,7 +1,7 @@
 # Responsible AI Integration in MLOps
 
 **Kategori:** MLOps & GenAIOps
-**Sist oppdatert:** 2026-02-04
+**Sist oppdatert:** 2026-04
 **Confidence:** 95% (basert på offisiell Microsoft-dokumentasjon og Azure Machine Learning-referanser)
 
 ---
@@ -45,7 +45,9 @@ Dashbordet genereres som del av en **Azure ML pipeline job** ved hjelp av kompon
 
 ---
 
-### 2. Responsible AI Scorecard
+### 2. Responsible AI Scorecard *(Public Preview)*
+
+*(Verified MCP 2026-04)* — RAI Scorecard er i public preview. Bruker Azure SDK v2 og CLI v2.
 
 **Formål:**
 Et PDF-dokument som oppsummerer RAI-innsikter fra dashbordet, designet for å dele med ikke-tekniske stakeholders, compliance-team og auditører.