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

Browse source 
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>
This commit is contained in:
Kjell Tore Guttormsen 2026-04-10 09:13:24 +02:00
commit ff6a50d14f
104 changed files with 1986 additions and 520 deletions
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4
plugins/ms-ai-architect/skills/ms-ai-security/references/cost-optimization/multi-model-strategy-costs.md
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@ -1,6 +1,6 @@
# Multi-Model Strategy: Cost-Performance Trade-offs
**Last updated:** 2026-04
**Last updated:** 2026-04 | Verified: MCP 2026-04
**Status:** GA
**Category:** Cost Optimization & FinOps for AI
@ -638,7 +638,7 @@ az consumption usage list --start-date 2026-02-01 --end-date 2026-02-28 \
**Microsoft Learn (MCP-verified):**
1. [Model router for Azure AI Foundry](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/model-router) — **Verified** (MCP fetch, 2026-04)
2. [Use a gateway in front of multiple Azure OpenAI deployments](https://learn.microsoft.com/en-us/azure/architecture/ai-ml/guide/azure-openai-gateway-multi-backend) — **Verified** (MCP fetch, 2026-04)
2. [Use a gateway in front of multiple Azure OpenAI deployments](https://learn.microsoft.com/en-us/azure/architecture/ai-ml/guide/azure-openai-gateway-multi-backend) — **Verified** (MCP fetch, 2026-04). Dokument bekrefter: (a) credential termination og reestablishment ved gateway anbefales fremfor pass-through client credentials, (b) gateway gir client-based usage tracking og chargeback-støtte, (c) Azure OpenAI er nå tagget som "Foundry Tools / Azure OpenAI in Foundry Models".
3. [Understanding costs associated with provisioned throughput units (PTU)](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/provisioned-throughput-onboarding) — **Verified** (MCP search, 2026-04)
4. [Azure OpenAI in Azure AI Foundry Models](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/models) — **Verified** (MCP search, 2026-04)
5. [GPT-4o vs GPT-4o mini model selection](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/whats-new) — **Verified** (MCP search, 2026-04)

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plugins/ms-ai-architect/skills/ms-ai-security/references/cost-optimization/observability-cost-reduction.md
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@ -1,6 +1,6 @@
# Observability and Monitoring Cost Optimization
**Last updated:** 2026-04
**Last updated:** 2026-04 | Verified: MCP 2026-04
**Status:** GA
**Category:** Cost Optimization & FinOps for AI
@ -169,6 +169,8 @@ builder.Services.AddApplicationInsightsTelemetry(new ApplicationInsightsServiceO
| **Alerts** | Støttes | Støttes ikke | Støttes ikke |
| **Retention** | 30-730 dager | 8 dager interactive + long-term | Long-term kun |
| **Pris (ingestion)** | Standard | ~50% lavere | ~75% lavere |
| **Workspace replication** | ✅ | ✅ | ❌ (data ikke replikert — ingen beskyttelse ved regional feil) |
| **Customer Lockbox** | ✅ | ✅ | ❌ (Lockbox-grensesnitt gjelder ikke for Auxiliary-tabeller) |
**Beslutningstre:**
1. **Trenger du real-time alerting?** → Analytics
@ -441,7 +443,7 @@ For volumer >1 TB/dag, vurder dedicated cluster for ytterligere besparelser (clu
10. **Azure Monitor Logs overview: Table plans:**
https://learn.microsoft.com/en-us/azure/azure-monitor/logs/data-platform-logs#table-plans
*Confidence: Verified* – Analytics, Basic, Auxiliary table plans.
*Confidence: Verified (MCP 2026-04)* – Analytics, Basic, Auxiliary table plans. Oppdatering 2026-04: Auxiliary-plan bekrefter ingen workspace replication (data ikke beskyttet mot regional feil) og ingen Customer Lockbox-støtte.
### Norsk lovverk (Baseline-kunnskap)