chore(ms-ai-architect): refresh KB high-bucket — 49 files [skip-docs]

KB-currency refresh (high priority, 2026-06-19) via /architect:kb-update.
49 high-prioritets governance/security/monitoring-filer re-verifisert mot
Microsoft Learn (MCP) — delegert til 8 parallelle Opus-subagenter gruppert
etter delt kilde, verifisert i hovedkontekst (diff-review + tester).

Hovedendringer (faktuelle korreksjoner + currency):
- MITRE ATLAS-IDer korrigert (supply-chain): AML.T0050 -> AML.T0018.000
  (Poison AI Model); AML.T0020 = Poison Training Data; T1195 Supply Chain
  Compromise. Gamle IDer var utdaterte (verifisert mot MCSB v2 AI-1).
- OTel-sampling presisert (distributed-tracing): adaptive sampling = klassisk
  App Insights SDK; OTel-distroen sampler IKKE by default (fixed-rate/
  rate-limited maa konfigureres); Functions parent-based sampling er default.
- MCSB v2 AI-kontroller AI-1 -> AI-7 (risk-taxonomy three-pillar, scoring-
  framework, rubrics, red-team, adversarial); Defender for Cloud AI threat
  protection + AI-SPM (GA).
- AI gateway (APIM) multi-provider: Anthropic Messages API v2-tiers, Google
  Vertex, unified model API (preview), MCP/A2A, Foundry-integrasjon; eksakte
  policy-navn (llm-emit-token-metric maks 5 dims, llm-semantic-cache-*,
  score-threshold = avstand, MS-eks. 0.15).
- Purview Enterprise AI apps inkl. Anthropic Claude (Enterprise) + ChatGPT
  Enterprise; Security Dashboard for AI (Agent 365-inventar, MCP-servere,
  tredjepartsmodeller; Security Reader minimumsrolle).
- Entra Agent ID: CA-lisenskrav (Entra ID P1/P2 + Agent 365), CA-scoping per
  tilgangsmoenster (on-behalf-of/app-only/agent-as-user), CA-grenser,
  connector-permissions som API-permissions.
- Copilot DLP: Block SITs in web search (GA, Performing Web Searches) + Block
  external email (preview) som prompt injection-vern.
- Azure AI Language PII: tre feature-typer, GA-API 2026-05-01; NOIdentityNumber
  bekreftet dedikert kategori for norske foedselsnummer.
- Foundry Tools-rename forsterket paa tvers; alle 49 Last updated -> 2026-06-19.

Discovery: 500 kandidater (alle Databricks-stoey) -> kun registry-kandidater,
ingen nye skills/-filer -> 389-telling uendret. validate 239 PASS,
kb-integrity 115/115 (262 orphan-warnings uendret), gitleaks clean.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01REiKFhP4w6xGXXqWKpPCJJ

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:** 2026-05 | Verified: MCP 2026-05
+**Sist oppdatert:** 2026-06-19 | Verified: MCP 2026-06-19
 **Brukes av:** Cosmo Skyberg, Microsoft AI Solution Architect
 
 ---
@@ -215,7 +215,7 @@ AzureDiagnostics
    - Benchmark mot SLA
 
 **Scheduling:**
-- Sett opp scheduled refresh (8x per dag for free, hourly for Pro)
+- Scheduled refresh, deling, dataflows og incremental refresh krever Power BI Pro eller Premium (gratis-tier dekker kun lokal rapport-/dashboardbygging). Incremental refresh forutsetter et **datetime**-felt i resultatsettet.
 - Email subscriptions for stakeholders
 - Power BI mobile app for on-the-go access
 
@@ -485,7 +485,7 @@ Når kunden spør om dashboards for AI operations:
 - [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/foundry-classic/openai/how-to/monitor-openai)
 - [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)
+- [Power BI + Azure Monitor](https://learn.microsoft.com/en-us/azure/azure-monitor/logs/log-powerbi) *(Verified MCP 2026-06-19)* — eksport fra Log Analytics som M-query (.txt → Power BI Desktop) eller new Dataset (Power BI-tjenesten); dataflows + incremental refresh; scheduled refresh/deling krever Pro/Premium
 
 ### Code Samples
 - [Workbook ARM/Bicep template samples](https://learn.microsoft.com/en-us/azure/azure-monitor/visualize/workbooks-samples) — workbook templates bruker apiVersion `2019-10-17-preview` (type: microsoft.insights/workbooktemplates); workbook instances bruker `2018-06-17-preview` (type: Microsoft.Insights/workbooks) *(Verified MCP 2026-04)*