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>
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# Azure AI Services - API Design and Best Practices
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**Last updated:** 2026-02
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**Last updated:** 2026-04 | Verified: MCP 2026-04
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**Status:** GA
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**Category:** Azure AI Services (Foundry Tools)
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# Azure AI Services - Enterprise Architecture Patterns
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**Last updated:** 2026-04
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**Last updated:** 2026-04 | Verified: MCP 2026-04
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**Status:** GA
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**Category:** Azure AI Services (Foundry Tools)
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@ -16,7 +16,7 @@ Azure AI Services (tidligere Cognitive Services) krever robuste enterprise-arkit
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- Network isolation og security perimeter
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- Kvotestyring og throttling-håndtering
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**Scope:** Dette dokumentet fokuserer på arkitekturmønstre for Azure OpenAI (del av Foundry Models), Azure AI Search, og støttetjenester som Azure API Management og Azure Front Door. Mønstrene gjelder både Foundry-baserte løsninger og standalone AI Services.
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**Scope:** Dette dokumentet fokuserer på arkitekturmønstre for Azure OpenAI (del av Foundry Models, tidligere "OpenAI in Azure" — nå konsolidert under Foundry Tools), Azure AI Search, og støttetjenester som Azure API Management og Azure Front Door. Mønstrene gjelder både Foundry-baserte løsninger og standalone AI Services.
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---
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@ -549,7 +549,7 @@ TOTAL: ~46 700 NOK/måned (høyere cost, men forutsigbar)
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3. [Baseline Foundry Chat Architecture (Foundry Agent Service + Microsoft Agent Framework)](https://learn.microsoft.com/en-us/azure/architecture/ai-ml/architecture/baseline-microsoft-foundry-chat) — Verified (MCP 2026-04)
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4. [Azure API Management - AI Gateway Capabilities](https://learn.microsoft.com/en-us/azure/api-management/genai-gateway-capabilities)
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5. [Reliability in Azure AI Search](https://learn.microsoft.com/en-us/azure/reliability/reliability-ai-search)
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6. [Multi-Backend Gateway Guide](https://learn.microsoft.com/en-us/azure/architecture/ai-ml/guide/azure-openai-gateway-multi-backend)
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6. [Multi-Backend Gateway Guide](https://learn.microsoft.com/en-us/azure/architecture/ai-ml/guide/azure-openai-gateway-multi-backend) — Verified MCP 2026-04: Dokumentet bekrefter fire gateway-topologier (single instance/multiple deployments, multi-instance same region/subscription, multi-instance multi-region). Tagger nå eksplisitt "Foundry Tools" og "Azure OpenAI in Foundry Models".
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7. [Load Balancing Options - Azure Architecture](https://learn.microsoft.com/en-us/azure/architecture/guide/technology-choices/load-balancing-overview)
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**GitHub Samples (Microsoft-verified):**
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# Azure AI Services - Monitoring, Logging and Diagnostics
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**Last updated:** 2026-02
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**Last updated:** 2026-04 | Verified: MCP 2026-04
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**Status:** GA
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**Category:** Azure AI Services (Foundry Tools)
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# Azure AI Services - Networking, Security and Private Endpoints
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**Last updated:** 2026-02
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**Last updated:** 2026-04 | Verified: MCP 2026-04
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**Status:** GA
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> **Navngivning 2026-04:** Microsoft har omdøpt "Azure Cognitive Services" til **"Azure AI Foundry Tools"** (eller kortform "Foundry Tools") i dokumentasjonen. API-endepunkter, RBAC-roller og ARM-ressurstyper beholder "CognitiveServices" i identifikatoren. Alle nye dokumentasjonsreferanser bruker "Foundry Tools".
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**Category:** Azure AI Services (Foundry Tools)
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# Azure AI Services vs Foundry Tools - Platform Selection Guide
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**Last updated:** 2026-02
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**Last updated:** 2026-04 | Verified: MCP 2026-04
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**Status:** GA
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**Category:** Azure AI Services (Foundry Tools)
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# Azure AI Vision - Image Analysis and Tagging
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**Last updated:** 2026-02
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**Last updated:** 2026-04 | Verified: MCP 2026-04
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**Status:** GA (Generally Available)
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**Category:** Azure AI Services (Foundry Tools)
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# Azure AI Vision - OCR and Document Processing
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**Last updated:** 2026-02
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**Last updated:** 2026-04 | Verified: MCP 2026-04
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**Status:** GA
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> **Oppdatering 2026-04:** For OCR kombinert med semantisk analyse, bruk **Azure AI Content Understanding** (GA). Azure AI Vision OCR (Read API) er fortsatt det beste valget for ren tekst-ekstraksjon, men Content Understanding gir overlegent resultat for dokumenter der layout, tabeller og kontekstuell forståelse er viktig.
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**Category:** Azure AI Services (Foundry Tools)
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# Content Understanding - Multimodal Analysis and Video Intelligence
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**Last updated:** 2026-02
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**Last updated:** 2026-04 | Verified: MCP 2026-04
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**Status:** Preview (GA for core features, Limited Access for face description)
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**Category:** Azure AI Services (Foundry Tools)
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# Document Intelligence - Prebuilt Models for Forms and Invoices
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**Last updated:** 2026-02
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**Last updated:** 2026-04 | Verified: MCP 2026-04
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**Status:** GA
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> **Oppdatering 2026-04:** Azure AI Content Understanding er nå **fullt GA** og er anbefalt startpunkt for de fleste IDP-scenarier. Content Understanding dekker og utvider Document Intelligence-funksjonalitet med multimodal analyse. Velg Document Intelligence for spesifikke prebuilt-skjemaer (regnskap, ID-dokumenter, kvitteringer) der disse gir direkte verdi uten tilpasning. For generell dokumentanalyse og semantisk chunking — start med Content Understanding.
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**Category:** Azure AI Services (Foundry Tools)
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# Language Services - Custom Text Classification and NER
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**Last updated:** 2026-02
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**Status:** GA
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**Last updated:** 2026-04 | Verified: MCP 2026-04
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**Status:** GA — avvikles 31. mars 2029
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> **ADVARSEL — TJENESTE AVVIKLES:** Custom Text Classification og Custom Named Entity Recognition (NER) avvikles **31. mars 2029**. Migrer til Azure AI Foundry-modeller (prompt-basert klassifisering og NER med GPT-4o eller GPT-4.1). Se [migrasjonsveiledning](https://learn.microsoft.com/azure/ai-services/language-service/custom-text-classification/how-to/migrate-azure-openai) for detaljer.
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**Category:** Azure AI Services (Foundry Tools)
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# Language Services - Question Answering and Knowledge Mining
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**Last updated:** 2026-02
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**Status:** GA
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**Last updated:** 2026-04 | Verified: MCP 2026-04
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**Status:** GA — avvikles 31. mars 2029
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> **ADVARSEL — TJENESTE AVVIKLES:** Custom Question Answering (CQA) avvikles **31. mars 2029**. Migrer til Azure AI Foundry-baserte løsninger: Agentic Retrieval, Azure AI Search + GPT-4o RAG-pipeline, eller AI Foundry Knowledge Retrieval. Se [migrasjonsveiledning](https://learn.microsoft.com/azure/ai-services/language-service/question-answering/how-to/migrate-qnamaker-to-question-answering) for detaljer.
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**Category:** Azure AI Services (Foundry Tools)
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# Language Services - Text Analytics for Sentiment and Key Phrases
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**Last updated:** 2026-02
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**Status:** GA
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**Last updated:** 2026-04 | Verified: MCP 2026-04
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**Status:** GA (deler avvikles 2029-03-31)
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> **ADVARSEL — TJENESTER AVVIKLES (2029-03-31):** Sentiment Analysis, Opinion Mining og Custom Text Classification avvikles 31. mars 2029. Migrer til Azure AI Foundry-modeller. PII Detection, Key Phrase Extraction og Language Detection er ikke berørt.
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**Category:** Azure AI Services (Foundry Tools)
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# Speech Services - Speech-to-Text and Real-time Transcription
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**Last updated:** 2026-02
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**Last updated:** 2026-04 | Verified: MCP 2026-04
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**Status:** GA
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**Category:** Azure AI Services (Foundry Tools)
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# Speech Services - Text-to-Speech and Neural Voices
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**Last updated:** 2026-02
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**Last updated:** 2026-04 | Verified: MCP 2026-04
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**Status:** GA
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> **Status 2026-04:** Azure Neural TTS og Custom Neural Voice er begge bekreftet GA og aktivt vedlikeholdt. `nb-NO-PernilleNeural` og `nb-NO-FinnNeural` er de primære norske stemmene. Custom Neural Voice Pro tilbyr ytterligere tilpasning for enterprise-bruk.
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**Category:** Azure AI Services (Foundry Tools)
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# Translator Service - Document Translation and Multi-language Support
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**Last updated:** 2026-02
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**Last updated:** 2026-04 | Verified: MCP 2026-04
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**Status:** GA (General Availability) + Preview features
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**Category:** Azure AI Services (Foundry Tools)
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