docs(architect): weekly KB update — 106 files refreshed (2026-04)

Updates across all 5 skills: ms-ai-advisor, ms-ai-engineering,
ms-ai-governance, ms-ai-security, ms-ai-infrastructure.

Key changes:
- Language Services (Custom Text Classification, Text Analytics, QnA):
  retirement warning 2029-03-31, migration guides to Foundry/GPT-4o
- Agentic Retrieval: 50M free reasoning tokens/month (Public Preview)
- Computer Use: Claude Sonnet 4.5 (preview) + OpenAI CUA models
- Agent Registry: Risks column (M365 E7), user-shared/org-published types
- Declarative agents: schema v1.5 → v1.6, Store validation requirements
- MLflow 3: 13 built-in LLM judges, production monitoring, Genie Code
- AG-UI HITL: ApprovalRequiredAIFunction (C#) + @tool(approval_mode) (Python)
- Entra ID Ignite 2025: Agent ID Admin/Developer RBAC roles, Conditional Access
- Security Copilot: 400 SCU/month per 1000 M365 E5 licenses, auto-provisioned
- Fast Transcription API: phrase lists, 14-language multi-lingual transcription
- Azure Monitor Workbooks: Bicep support, RBAC specifics
- Power Platform Copilot: data residency (Norway/Europe → EU DB, Bing → USA)
- RAG security-rbac: 4-approach table (GA + 3 preview access control methods)
- IaC MLOps: Well-Architected OE:05 principles, Bicep/Terraform patterns
- Translator: image file batch translation Preview (JPEG/PNG/BMP/WebP)

All 106 files: Last updated 2026-04 | Verified: MCP 2026-04

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

plugins/ms-ai-architect/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:** 2026-04
+**Sist oppdatert:** 2026-04 | Verified: MCP 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",  // For workbook instances; use 2020-11-20 for workbook templates
+  "apiVersion": "2022-04-01",  // For workbook instances; workbook templates bruker 2020-11-20 (workbooktemplates resource type). Bicep støttes nå offisielt som alternativ til ARM JSON. *(Verified MCP 2026-04)*
   "properties": {
     "displayName": "AI Operations Dashboard",
     "serializedData": "{\"version\":\"Notebook/1.0\",\"items\":[...]}",
@@ -484,7 +484,7 @@ Når kunden spør om dashboards for AI operations:
 - [Azure Workbooks overview](https://learn.microsoft.com/en-us/azure/azure-monitor/visualize/workbooks-overview)
 - [Create an Azure AI Foundry dashboard](https://learn.microsoft.com/en-us/azure/managed-grafana/azure-ai-foundry-dashboard)
 - [Monitor Azure OpenAI](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/monitor-openai)
-- [Workbooks programmatic management](https://learn.microsoft.com/en-us/azure/azure-monitor/visualize/workbooks-automate)
+- [Workbooks programmatic management](https://learn.microsoft.com/en-us/azure/azure-monitor/visualize/workbooks-automate) *(Verified MCP 2026-04)* — ARM/Bicep deployment, RBAC (Monitoring Contributor for redigering, Monitoring Reader for visning), `microsoft.insights/workbooks/write` for custom roles
 - [Power BI + Azure Monitor](https://learn.microsoft.com/en-us/azure/azure-monitor/logs/log-powerbi)
 
 ### Code Samples

plugins/ms-ai-architect/skills/ms-ai-governance/references/monitoring-observability/endpoint-health-and-capacity-planning.md

@@ -269,16 +269,32 @@ AzureMetrics
 **Metric alert for availability:**
 
 ```bash
+# Anbefalt CLI-syntaks (2026): Bruk condition sub-command for betingelser
+scope=$(az cognitiveservices account show \
+  --resource-group "rg-ai-prod" --name "{account}" --output tsv --query id)
+
+action=$(az monitor action-group show \
+  --resource-group "rg-ai-prod" --name "{actionGroup}" --output tsv --query id)
+
+condition=$(az monitor metrics alert condition create \
+  --aggregation Average \
+  --metric "AzureOpenAIAvailabilityRate" \
+  --op LessThan \
+  --type static \
+  --threshold 99 \
+  --output tsv)
+
 az monitor metrics alert create \
   --name "OpenAI-LowAvailability" \
   --resource-group "rg-ai-prod" \
-  --scopes "/subscriptions/{sub}/resourceGroups/{rg}/providers/Microsoft.CognitiveServices/accounts/{account}" \
-  --condition "avg AzureOpenAIAvailabilityRate < 99" \
+  --scopes $scope \
+  --condition $condition \
+  --action $action \
   --window-size 5m \
   --evaluation-frequency 1m \
-  --action "/subscriptions/{sub}/resourceGroups/{rg}/providers/microsoft.insights/actionGroups/{actionGroup}" \
   --description "Alert hvis availability < 99% over 5 min"
 ```
+*(Verified MCP 2026-04 — nytt mønster med `condition create` sub-command)*
 
 **Log alert for 429 errors:**
 

plugins/ms-ai-architect/skills/ms-ai-governance/references/monitoring-observability/sla-monitoring-ai-services.md

@@ -360,7 +360,7 @@ Metric Alert
 
 3. **Monitoring and diagnostics guidance**
    https://learn.microsoft.com/en-us/azure/architecture/best-practices/monitoring
-   *Confidence: Verified* — SLA monitoring best practices (generell Azure-arkitektur).
+   *Confidence: Verified* — SLA monitoring best practices (generell Azure-arkitektur). Dekker: tilgjengelighetssporing, ytelsesovervåkning, SLA-etterlevelse, sikkerhet/personvern, regulatorisk audit, trend-deteksjon. Brukes i AI-kontekst for å sikre end-to-end synlighet i distribuerte AI-systemer. *(Verified MCP 2026-04)*
 
 4. **Azure OpenAI FAQ - SLA**
    https://learn.microsoft.com/en-us/azure/ai-foundry/openai/faq#what-are-the-slas-service-level-agreements-in-azure-openai
@@ -372,7 +372,7 @@ Metric Alert
 
 6. **Azure Monitor alerts overview**
    https://learn.microsoft.com/en-us/azure/azure-monitor/alerts/alerts-overview
-   *Confidence: Verified* — Alert-typer: metric, log search, simple log search (preview, per-row evaluering), activity log, smart detection, Prometheus. Alerts lagres i 30 dager. Stateful log search alerts har detaljerte resolusjonskriterier per evalueringsfrekvens. Query-based metric alerts for Prometheus/OpenTelemetry i public preview. *(Verified MCP 2026-04)*
+   *Confidence: Verified* — Alert-typer: metric, log search, simple log search (preview, per-row evaluering), activity log, smart detection, Prometheus. Alerts lagres i 30 dager. Stateless alerts trigges for hver frekvens (konfigurerbar) mens condition er oppfylt — metric alerts med frekvens <5 min trigger 1-6 min etter, ≥5 min trigger 15-30 min etter. Stateful log search alerts: resolved når condition ikke er oppfylt for 2-3 frekvensperioder (avhenger av frekvens). Query-based metric alerts for Prometheus/OpenTelemetry i public preview. *(Verified MCP 2026-04)*
 
 7. **Reliability in Azure AI Search (SLA example)**
    https://learn.microsoft.com/en-us/azure/reliability/reliability-ai-search#service-level-agreement