chore(ms-ai-architect): refresh KB critical-bucket — 15 files [skip-docs]

KB-currency refresh (critical priority, 2026-06-19) via /architect:kb-update.
15 critical cost/arkitektur-filer re-verifisert mot Microsoft Learn (MCP).

Hovedendringer:
- Azure AI Search Serverless (Preview) prismodell (rag-cost, rag-query,
  vector-storage, rag-enterprise-scale)
- Agentic retrieval GA-split (2026-04-01 REST GA, portal preview) + Foundry IQ
- AI gateway multi-provider (Anthropic v2 / Google Vertex), unified model API
  (preview), Foundry-integrasjon (enterprise-arch, ai-services-cost,
  multi-model, cost-tracking)
- FOCUS-skjema + Cost Mgmt -> ADLS Gen2 -> Fabric -> Power BI pipeline
  (cost-management, cost-allocation)
- FinOps hub AI-agent via Azure MCP / Copilot Studio (budget-forecasting)
- OTel trace-based sampling for logs (observability)
- Korreksjoner: semantic-cache score-threshold = AVSTAND (0.15, ikke 0.85
  cosine-likhet); llm-emit-token-metric maks 5 custom dimensions;
  Foundry RBAC-renames (Owner/Contributor = kun mgmt); Researcher/Analyst er
  ikke agenter
- Alle 15 Last updated -> 2026-06-19

High-bucket (49 filer) UTSATT til egen sesjon (operatoer-valg).

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

skills/ms-ai-security/references/cost-optimization/budget-forecasting-ai-projects.md

@@ -1,6 +1,6 @@
 # Budget Forecasting and Financial Planning for AI
 
-**Last updated:** 2026-02
+**Last updated:** 2026-06-19
 **Status:** GA
 **Category:** Cost Optimization & FinOps for AI
 
@@ -334,6 +334,8 @@ CostDetails
 | where Anomaly > 1.5
 ```
 
+**AI-agent over FinOps hubs (MCP 2026-06):** Du kan nå koble en AI-agent direkte til FinOps hub-databasen via **Azure MCP server** og stille naturlig-språk-spørsmål om allokering, forecasting, anomalier og rate-optimering — enten i **GitHub Copilot (Agent mode i VS Code)** med ferdige FinOps-instruksjoner, eller som en **Copilot Studio-agent** publisert til Teams/M365 Copilot. Agenten forstår FinOps + **FOCUS**-skjemaet (andre MCP-klienter som Claude kan også brukes). Eksempel: «Show me the cost for last month, this month, and the forecasted cost by end of month for the top subscriptions.»
+
 **Verified** — FinOps Hubs Documentation
 
 ---