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chore(ms-ai-architect): refresh KB medium-bucket — 74 files [skip-docs]

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KB-currency refresh (medium priority, 2026-06-19) via /architect:kb-update.
74 medium-prioritets filer re-verifisert mot Microsoft Learn (MCP) — delegert
til 15 parallelle Opus-subagenter (3 bølger) gruppert etter delt kilde, med
disjunkte fil-sett. Verifisert i hovedkontekst (scope-sjekk + diff-review av
de faktatunge gruppene + tester).

Hovedendringer (faktuelle korreksjoner + currency):
- Azure AI Search semantic ranker: TILGJENGELIG PÅ ALLE TIERS (også Free/Basic
  m/ gratis månedlig kvote) — gammel KB sa feilaktig "kun S1+". Korrigert i
  tier-tabell, anti-patterns og beslutningstabell (azure-ai-search-setup).
- APIM score-threshold = DISTANSE (lavere = strengere): tuning-tabellen i
  rag-caching-optimization hadde retningen baklengs — invertert til korrekt.
- Agentic retrieval GA/preview-nyanse presisert (hovedkontekst-korreksjon mot
  agentic-retrieval-how-to-migrate): GA via REST 2026-04-01 returnerer EKSTRAKTIV
  grounding (references + activity), IKKE syntetiserte svar. Answer synthesis,
  ikke-minimal reasoning effort (LLM query planning) og multi-turn messages
  forblir preview (2026-05-01-preview). Subagent hadde overforenklet til "hele
  kjernepipelinen GA"; rettet i agentic-rag-patterns + citation-tracking.
- Copilot Studio modell-tabeller (platforms/copilot-studio): fjernet Claude Opus
  4.5 + GPT-5.2 (borte fra kilde), lagt til Claude Sonnet 4.6/Opus 4.6 (GA),
  Opus 4.7 + Mistral Medium 3.5 (experimental); GPT-5 Reasoning/Auto = preview;
  A2A GA (apr 2026).
- Computer Use (CUA): Copilot Studio GA 2026-05-07; 4 modeller m/ tier/status
  (OpenAI CUA + Sonnet 4.5 GA, Sonnet 4.6 + Opus 4.6 experimental); 5 credits/
  steg standard, 15 premium; US-only region-krav FJERNET i GA-dok; Cloud PC pool
  + Hosted browser + bring-your-own-machine.
- Azure AI Search REST API-versjoner bumpet: 2025-09-01 -> 2026-04-01 (stabil),
  2025-11-01-preview -> 2026-05-01-preview (hybrid-search, rag-security-rbac,
  chunking).
- Power Automate-integrasjon: trigger "Run a flow from Copilot" -> "When an agent
  calls the flow"; App Service innebygd MCP (preview) lagt til.
- M365 Copilot-manifest v1.26 -> v1.28 (GA, mai) / v1.29 dokumentert (juni);
  "Tenant graph grounding" -> "Work IQ".
- Speech fast transcription 2t/300MB -> 5t/500MB; multilingual 14 -> 15 locales
  (+ pt-BR). Content Understanding reasoning preview -> GA (v1.0, 2025-11-01).
- Security Copilot E5 -> E5+E7. Død Databricks-URL ci-cd/best-practices ->
  ci-cd/flows. Prompt Flow retirement (2027-04-20 -> MAF) notert der den
  presenteres som go-forward. Gateway-topologi-tabell-feil rettet.
- Alle 74 Last updated -> 2026-06-19.

Discovery ikke kjørt (historisk kun Databricks-støy) -> 389-telling uendret,
ingen resync. 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
This commit is contained in:
Kjell Tore Guttormsen 2026-06-19 14:02:18 +02:00
commit 070141f06b
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skills/ms-ai-engineering/references/azure-ai-services/ai-services-api-best-practices.md
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# Azure AI Services - API Design and Best Practices
**Last updated:** 2026-04 | Verified: MCP 2026-04
**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
**Status:** GA
**Category:** Azure AI Services (Foundry Tools)

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skills/ms-ai-engineering/references/azure-ai-services/ai-services-monitoring-logging.md
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# Azure AI Services - Monitoring, Logging and Diagnostics
**Last updated:** 2026-04 | Verified: MCP 2026-04
**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
**Status:** GA
**Category:** Azure AI Services (Foundry Tools)

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skills/ms-ai-engineering/references/azure-ai-services/ai-services-networking-security.md
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# Azure AI Services - Networking, Security and Private Endpoints
**Last updated:** 2026-04 | Verified: MCP 2026-04
**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
**Status:** GA
> **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".
@ -602,6 +602,6 @@ Test-NetConnection -ComputerName 10.0.2.5 -Port 443
- NSG-støtte ikke tilgjengelig for AI Services (bekreftet via security baseline)
- Trusted services bypass med `networkAcls.bypass: "AzureServices"` (REST API-konfigurasjon)
**Sist verifisert:** 2026-02-03
**Sist verifisert:** 2026-06-19
**MCP calls:** 7 (microsoft_docs_search, microsoft_docs_fetch, microsoft_code_sample_search)
**Kilder:** 10 unike Microsoft Learn URLs

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skills/ms-ai-engineering/references/azure-ai-services/ai-services-vs-foundry-tools-selection.md
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# Azure AI Services vs Foundry Tools - Platform Selection Guide
**Last updated:** 2026-04 | Verified: MCP 2026-04
**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
**Status:** GA
**Category:** Azure AI Services (Foundry Tools)
@ -360,7 +360,7 @@ START: Hvilken AI-kapabilitet trenger du?
| Behov | Anbefalt plattform | Begrunnelse |
|-------|-------------------|-------------|
| **Standard formularer** (faktura, kvittering) | Document Intelligence (Foundry Tools) | Prebuilt models, høy nøyaktighet, confidence scores |
| **Komplekse dokumenter** (ustrukturert tekst, infererte felt) | Content Understanding (Foundry Tools) | Multimodal, generative fields, reasoning (preview) |
| **Komplekse dokumenter** (ustrukturert tekst, infererte felt) | Content Understanding (Foundry Tools) | Multimodal, generative fields, reasoning (GA: v1.0 / 2025-11-01) |
| **Custom workflow** (dokument → analyse → generering) | Azure AI Foundry (Document Intelligence + GPT-4o) | Full kontroll over pipeline |
**Confidence:** Høy (basert på "Choose the right tool for document processing" guide)
@ -722,5 +722,5 @@ START: Hvilken AI-kapabilitet trenger du?
---
**Sist verifisert:** 2026-02-03
**Neste review:** 2026-05 (ved nye Foundry-features eller prisendringer)
**Sist verifisert:** 2026-06-19
**Neste review:** 2026-09-19 (ved nye Foundry-features eller prisendringer)

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skills/ms-ai-engineering/references/azure-ai-services/content-understanding-multimodal-analysis.md
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@ -1,6 +1,6 @@
# Content Understanding - Multimodal Analysis and Video Intelligence
**Last updated:** 2026-04 | Verified: MCP 2026-04
**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
**Status:** Preview (GA for core features, Limited Access for face description)
**Category:** Azure AI Services (Foundry Tools)
@ -302,7 +302,7 @@ Content Understanding kan integreres som skill i Azure AI Search indexer pipelin
| **Image location metadata** | Ja (PDF only) | Ja (multi-format) | Ja (multi-format) |
| **Table extraction** | Nei | Nei | Ja (cross-page tables) |
| **Semantic chunking** | Nei (use Text Split skill) | Ja (paragraph boundaries) | Ja (semantic units) |
| **Supported formats** | PDF, images | PDF, DOCX, XLSX, PPTX | PDF, DOCX, XLSX, PPTX, video, audio |
| **Supported formats** | PDF, images | PDF, DOCX, XLSX, PPTX | PDF, DOCX, XLSX, PPTX |
| **Pricing** | AI Search pricing | Document Intelligence pricing | Content Understanding pricing |
**Når bruke Content Understanding skill:**
@ -572,8 +572,8 @@ Content Understanding er en **Azure Foundry Tools** tjeneste, inkludert i:
| Video overview, capabilities | https://learn.microsoft.com/en-us/azure/ai-services/content-understanding/video/overview | Verified (Feb 2026) |
| AudioVisual elements, JSON schema | https://learn.microsoft.com/en-us/azure/ai-services/content-understanding/video/elements | Verified (Feb 2026) |
| Video Indexer scene/shot/keyframe detection | https://learn.microsoft.com/en-us/azure/azure-video-indexer/scene-shot-keyframe-detection-insight | Verified (Feb 2026) |
| Standard vs. Pro modes | https://learn.microsoft.com/en-us/azure/ai-services/content-understanding/concepts/standard-pro-modes | Verified (Feb 2026) |
| Multimodal search (AI Search integration) | https://learn.microsoft.com/en-us/azure/search/multimodal-search-overview | Verified (Feb 2026) |
| Standard vs. Pro modes | https://learn.microsoft.com/en-us/azure/ai-services/content-understanding/concepts/standard-pro-modes | Verified (2026-06-19) |
| Multimodal search (AI Search integration) | https://learn.microsoft.com/en-us/azure/search/multimodal-search-overview | Verified (2026-06-19) |
| Azure AI Video Indexer insights overview | https://learn.microsoft.com/en-us/azure/azure-video-indexer/insights-overview | Verified (Feb 2026) |
| Python SDK (ContentUnderstandingClient) | https://learn.microsoft.com/en-us/python/api/overview/azure/ai-contentunderstanding-readme | Verified (Feb 2026) |
| Data privacy and security | https://learn.microsoft.com/en-us/azure/foundry/responsible-ai/content-understanding/data-privacy | Verified (Feb 2026) |
@ -597,4 +597,4 @@ Content Understanding er en **Azure Foundry Tools** tjeneste, inkludert i:
---
**Sist oppdatert av:** Cosmo Skyberg
**Neste review:** 2026-04 (eller ved ny GA release av Content Understanding)
**Neste review:** 2026-09-19 (eller ved ny GA release av Content Understanding)

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skills/ms-ai-engineering/references/azure-ai-services/document-intelligence-prebuilt-models.md
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# Document Intelligence - Prebuilt Models for Forms and Invoices
**Last updated:** 2026-04 | Verified: MCP 2026-04
**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
**Status:** GA
> **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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skills/ms-ai-engineering/references/azure-ai-services/language-services-text-analytics.md
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# Language Services - Text Analytics for Sentiment and Key Phrases
**Last updated:** 2026-04 | Verified: MCP 2026-04
**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
**Status:** GA (deler avvikles 2029-03-31)
> **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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skills/ms-ai-engineering/references/azure-ai-services/speech-services-speech-to-text.md
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# Speech Services - Speech-to-Text and Real-time Transcription
**Last updated:** 2026-04 | Verified: MCP 2026-04
**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
**Status:** GA
**Category:** Azure AI Services (Foundry Tools)
@ -21,7 +21,7 @@ Azure Speech to text er en kritisk byggesten i AI-løsninger som krever talegjen
| Modus | Bruksområde | Latens | Input | Output |
|-------|-------------|--------|-------|--------|
| **Real-time** | Live-lyd fra mikrofon/stream | ~sekunder (intermediate results) | Audio stream via SDK/REST | Tekst i real-time |
| **Fast transcription** | Raske transkripsjoner av filer | < real-time (synkron) | Lydfiler < 2 timer, < 300 MB | Display form (med punktum/caps) |
| **Fast transcription** | Raske transkripsjoner av filer | < real-time (synkron) | Lydfiler < 5 timer, < 500 MB | Display form (med punktum/caps) |
| **Batch transcription** | Store volumer prerecorded audio | Asynkron (30 min - 24 timer) | Flere filer via Blob Storage | JSON med lexical + display form |
### Custom Speech
@ -57,7 +57,7 @@ Fast transcription og real-time kan identifisere språk automatisk hvis du:
- Spesifiserer flere locales: `["en-US", "ja-JP"]` → tjenesten velger beste match
- Ikke spesifiserer locales: `[]` → multi-lingual model identifiserer og transkriberer kontinuerlig
**Multi-lingual transcription (preview):** Støtter 14 språk (de-DE, en-AU/CA/GB/IN/US, es-ES/MX, fr-CA/FR, it-IT, ja-JP, ko-KR, zh-CN) i én fil uten å spesifisere locale.
**Multi-lingual transcription (preview):** Støtter 15 språk (de-DE, en-AU/CA/GB/IN/US, es-ES/MX, fr-CA/FR, it-IT, ja-JP, ko-KR, pt-BR, zh-CN) i én fil uten å spesifisere locale.
### Phrase List
@ -77,7 +77,7 @@ Tilgjengelig i fast transcription (API version 2025-10-15).
- WAV, MP3, OPUS/OGG, FLAC, WMA, AAC, ALAW (WAV), MULAW (WAV), AMR, WebM, SPEEX
- Batch transcription: ubegrenset filstørrelse
- Fast transcription: < 2 timer, < 300 MB
- Fast transcription: < 5 timer, < 500 MB
- Real-time: streaming (ingen filstørrelsesbegrensning)
### Tilgangspunkter
@ -166,7 +166,7 @@ Tilgjengelig i fast transcription (API version 2025-10-15).
**Arkitektur:**
```
[Lydfil < 2h] → Fast Transcription API → Synkron respons
[Lydfil < 5h] → Fast Transcription API → Synkron respons
↓
JSON med display text
↓
@ -181,7 +181,7 @@ Tilgjengelig i fast transcription (API version 2025-10-15).
**Ulemper:**
- Kun display form (ikke lexical)
- Maksimalt 2 timer audio, 300 MB
- Maksimalt 5 timer audio, 500 MB
- Ikke egnet for store volumer (throttling)
**Når bruke:**
@ -199,7 +199,7 @@ Tilgjengelig i fast transcription (API version 2025-10-15).
|----------|------------|---------|
| Live webinar med captions | **Real-time** | Krever intermediate results og lav latens |
| 500 call center-opptak per dag | **Batch** | Asynkron, kostnadseffektiv, skalerer godt |
| Video editing med rask turnaround | **Fast** | Synkron, < 2h fil, raskere enn real-time |
| Video editing med rask turnaround | **Fast** | Synkron, < 5h fil, raskere enn real-time |
| IVR (interactive voice response) | **Real-time** | Må respondere umiddelbart på tale |
| Compliance-logging av møter | **Batch** | Ingen hastegrad, store volumer |
@ -353,7 +353,7 @@ Offentlige virksomheter må kunne:
|----------|------------|-----------|
| Bruk batch i stedet for real-time for prerecorded audio | 30-50% | Asynkron (ventetid) |
| Deaktiver custom endpoint for batch-bruk | ~$35/måned per modell | Kan ikke bruke custom model i real-time |
| Bruk fast transcription for < 2h filer | Raskere = mindre compute-kostnad | Kun display form |
| Bruk fast transcription for < 5h filer | Raskere = mindre compute-kostnad | Kun display form |
| Multi-region load balancing | Unngå throttling (indirekte besparelse) | Mer kompleks arkitektur |
| Audio compression (MP3 i stedet for WAV) | Mindre bandwidth-kostnad | Marginal besparelse |
@ -376,7 +376,7 @@ Offentlige virksomheter må kunne:
1. **"Trenger dere transkripsjon i real-time, eller kan dere vente minutter/timer?"**
- Real-time → Speech SDK + real-time API
- Kan vente → Fast transcription (< 2h) eller Batch (> 2h)
- Kan vente → Fast transcription (< 5h) eller Batch (> 5h)
2. **"Hvor mange timer audio prosesserer dere per måned, og hvor ofte?"**
- < 100 timer/måned → Real-time eller fast transcription
@ -434,7 +434,7 @@ Offentlige virksomheter må kunne:
#### Nivå 2: Pilot / MVP
- **Bruk:** Speech SDK i app/service
- **Modell:** Base model, test custom speech hvis WER > 10%
- **Modus:** Fast transcription for < 2h filer, batch for > 2h
- **Modus:** Fast transcription for < 5h filer, batch for > 5h
- **Fokus:** Implementer error handling, retry logic, cost tracking
#### Nivå 3: Production
@ -467,4 +467,4 @@ Offentlige virksomheter må kunne:
- Pricing: **Baseline** (veiledende, sjekk Azure Pricing Calculator for eksakte tall)
- Norwegian compliance (Forvaltningsloven, dialekter): **Baseline** (generell kunnskap, ikke Microsoft-spesifikk)
**Sist oppdatert:** 2026-02 (basert på Microsoft Learn documentation per februar 2026)
**Sist oppdatert:** 2026-06-19 (basert på Microsoft Learn documentation per juni 2026)

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skills/ms-ai-engineering/references/azure-ai-services/speech-services-text-to-speech.md
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# Speech Services - Text-to-Speech and Neural Voices
**Last updated:** 2026-04 | Verified: MCP 2026-04
**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
**Status:** GA
> **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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skills/ms-ai-engineering/references/azure-ai-services/translator-custom-neural-models.md
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# Translator Service - Custom Neural Translation Models
**Last updated:** 2026-02
**Last updated:** 2026-06-19
**Status:** GA
**Category:** Azure AI Services (Foundry Tools)

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skills/ms-ai-engineering/references/azure-ai-services/translator-document-translation.md
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# Translator Service - Document Translation and Multi-language Support
**Last updated:** 2026-04 | Verified: MCP 2026-04
**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
**Status:** GA (General Availability) + Preview features
**Category:** Azure AI Services (Foundry Tools)
@ -50,9 +50,9 @@ En særlig nyhet (desember 2025) er støtte for bildefilformater i batch-overset
| **Multi-language docs** | ✅ | ❌ | Oversett dokumenter med flere språk i én operasjon |
| **Immediate response** | ❌ | ✅ | Translated dokument returneres direkte i svar |
### Oversettelse av bilder i Word-dokumenter (.docx)
### Oversettelse av bildetekst i Word- (.docx) og PowerPoint-filer (.pptx)
En spesialisert funksjon (API-versjon 2024-11-01-preview) som krever:
En spesialisert funksjon (tilgjengelig via batch document translation-API) som krever:
- Azure AI Services **multi-service resource** (ikke standalone Translator)
- Enable parameter: `"translateTextWithinImage": true` i `options`-feltet
- Tilleggskostnad basert på Azure Vision-prising
@ -350,19 +350,19 @@ General translation Domain-specific terms
1. **Document Translation Overview**
https://learn.microsoft.com/azure/ai-services/translator/document-translation/overview
*Confidence: Verified (2026-02)* — Kjernefeatures, formater, data residency
*Confidence: Verified (2026-06-19)* — Kjernefeatures, formater, data residency
2. **Use Document Translation APIs Programmatically**
https://learn.microsoft.com/azure/ai-services/translator/document-translation/how-to-guides/use-rest-api-programmatically
*Confidence: Verified (2026-02)* — REST API, batch-oversettelse, SAS tokens, kodeeksempler
*Confidence: Verified (2026-06-19)* — REST API, batch-oversettelse, SAS tokens, kodeeksempler
3. **Azure Translator Overview**
https://learn.microsoft.com/azure/ai-services/translator/overview
*Confidence: Verified (2026-02)* — Comparison matrix (text vs. document), feature roadmap
*Confidence: Verified (2026-06-19)* — Comparison matrix (text vs. document), feature roadmap
4. **Image Translation Preview (December 2025)**
https://learn.microsoft.com/azure/ai-services/translator/document-translation/reference/start-batch-translation#translate-image-files
*Confidence: Verified (2026-02)* — Ny funksjonalitet for bildeformater
*Confidence: Verified (2026-06-19)* — Ny funksjonalitet for bildeformater
5. **Service Limits**
https://learn.microsoft.com/azure/ai-services/translator/service-limits#document-translation