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-governance/references/monitoring-observability/custom-dashboards-ai-operations.md

@@ -1,7 +1,7 @@
 # Custom Dashboards for AI Operations
 
 **Kategori:** Monitoring & Observability
-**Sist oppdatert:** 2026-02-05
+**Sist oppdatert:** 2026-04
 **Brukes av:** Cosmo Skyberg, Microsoft AI Solution Architect
 
 ---
@@ -88,7 +88,7 @@ Workbooks kan deployes via ARM templates for consistency across teams:
   "name": "ai-operations-workbook",
   "type": "microsoft.insights/workbooks",
   "location": "[resourceGroup().location]",
-  "apiVersion": "2022-04-01",
+  "apiVersion": "2022-04-01",  // For workbook instances; use 2020-11-20 for workbook templates
   "properties": {
     "displayName": "AI Operations Dashboard",
     "serializedData": "{\"version\":\"Notebook/1.0\",\"items\":[...]}",
@@ -98,11 +98,12 @@ Workbooks kan deployes via ARM templates for consistency across teams:
 }
 ```
 
-**Best practices:**
+**Best practices:** *(Verified MCP 2026-04)*
 - Bruk parametere for time ranges og resource filters
 - Inkluder markdown-tekst for kontekst og aksjonspunkter
 - Legg til links til troubleshooting-docs
-- Del workbooks via Azure RBAC (Workbook Contributor role)
+- Del workbooks via Azure RBAC (Monitoring Contributor for redigering, Monitoring Reader for visning)
+- Vurder Bicep-templates som alternativ til ARM JSON for ny infrastruktur (støttes nå offisielt)
 
 ---
 
@@ -110,9 +111,9 @@ Workbooks kan deployes via ARM templates for consistency across teams:
 
 Azure Managed Grafana er ideell for sanntids-operasjonssentre. Grafana excels i streaming visualizations, multi-source aggregation, og alert-integrasjon.
 
-### Azure AI Foundry Grafana Dashboard
+### Microsoft Foundry Grafana Dashboard *(Verified MCP 2026-04)*
 
-Microsoft tilbyr en ferdig Grafana dashboard (ID: 24039) for Azure AI Foundry ressurser.
+Microsoft tilbyr en ferdig Grafana dashboard (ID: **24039**) for Azure AI Foundry/Foundry ressurser. Dashboard-tittelen er nå "Microsoft Foundry dashboard" i offisiell dokumentasjon.
 
 **Key metrics:**
 - **Model performance:** Inference latency (time to last byte), throughput, success rates
@@ -128,6 +129,8 @@ Microsoft tilbyr en ferdig Grafana dashboard (ID: 24039) for Azure AI Foundry re
 4. Velg Azure Monitor data source
 5. Assign Monitoring Reader role til Grafana managed identity
 
+**Alternativ (direktelenke fra Azure Portal):** Monitor → Dashboards with Grafana (preview) → AI Foundry *(Verified MCP 2026-04)*
+
 **Metric namespace:** `Microsoft.CognitiveServices/accounts`
 
 **Key metrics:**
@@ -269,9 +272,10 @@ AITelemetry
 
 ### Access Control
 
-**Azure Workbooks:**
-- **Workbook Contributor role:** Kan redigere og lagre delte workbooks
+**Azure Workbooks:** *(Verified MCP 2026-04)*
+- **Monitoring Contributor role:** Inkluderer `workbooks/write` — kan redigere og lagre delte workbooks
 - **Monitoring Reader role:** Kan se workbooks, men ikke endre
+- **Custom roles:** Krev `microsoft.insights/workbooks/write` for redigering
 - **Resource-based permissions:** Brukere ser kun data fra ressurser de har tilgang til
 
 **Grafana:**
@@ -484,7 +488,7 @@ Når kunden spør om dashboards for AI operations:
 - [Power BI + Azure Monitor](https://learn.microsoft.com/en-us/azure/azure-monitor/logs/log-powerbi)
 
 ### Code Samples
-- [Workbook ARM template sample](https://learn.microsoft.com/en-us/azure/azure-monitor/visualize/workbooks-samples)
+- [Workbook ARM/Bicep template samples](https://learn.microsoft.com/en-us/azure/azure-monitor/visualize/workbooks-samples) — inkluderer nå Bicep-syntaks; workbooktemplates apiVersion er `2020-11-20` *(Verified MCP 2026-04)*
 - [Azure AI Foundry Grafana dashboard ID: 24039](https://grafana.com/grafana/dashboards/24039)
 - [KQL query examples for AI monitoring](https://learn.microsoft.com/en-us/azure/data-explorer/kusto/query/samples)