chore(ms-ai-architect): refresh KB medium-bucket — 74 files [skip-docs]
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
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# Content Understanding - Multimodal Analysis and Video Intelligence
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**Last updated:** 2026-04 | Verified: MCP 2026-04
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**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
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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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@ -302,7 +302,7 @@ Content Understanding kan integreres som skill i Azure AI Search indexer pipelin
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| **Image location metadata** | Ja (PDF only) | Ja (multi-format) | Ja (multi-format) |
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| **Table extraction** | Nei | Nei | Ja (cross-page tables) |
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| **Semantic chunking** | Nei (use Text Split skill) | Ja (paragraph boundaries) | Ja (semantic units) |
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| **Supported formats** | PDF, images | PDF, DOCX, XLSX, PPTX | PDF, DOCX, XLSX, PPTX, video, audio |
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| **Supported formats** | PDF, images | PDF, DOCX, XLSX, PPTX | PDF, DOCX, XLSX, PPTX |
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| **Pricing** | AI Search pricing | Document Intelligence pricing | Content Understanding pricing |
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**Når bruke Content Understanding skill:**
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@ -572,8 +572,8 @@ Content Understanding er en **Azure Foundry Tools** tjeneste, inkludert i:
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| Video overview, capabilities | https://learn.microsoft.com/en-us/azure/ai-services/content-understanding/video/overview | Verified (Feb 2026) |
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| AudioVisual elements, JSON schema | https://learn.microsoft.com/en-us/azure/ai-services/content-understanding/video/elements | Verified (Feb 2026) |
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| Video Indexer scene/shot/keyframe detection | https://learn.microsoft.com/en-us/azure/azure-video-indexer/scene-shot-keyframe-detection-insight | Verified (Feb 2026) |
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| Standard vs. Pro modes | https://learn.microsoft.com/en-us/azure/ai-services/content-understanding/concepts/standard-pro-modes | Verified (Feb 2026) |
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| Multimodal search (AI Search integration) | https://learn.microsoft.com/en-us/azure/search/multimodal-search-overview | Verified (Feb 2026) |
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| Standard vs. Pro modes | https://learn.microsoft.com/en-us/azure/ai-services/content-understanding/concepts/standard-pro-modes | Verified (2026-06-19) |
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| Multimodal search (AI Search integration) | https://learn.microsoft.com/en-us/azure/search/multimodal-search-overview | Verified (2026-06-19) |
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| Azure AI Video Indexer insights overview | https://learn.microsoft.com/en-us/azure/azure-video-indexer/insights-overview | Verified (Feb 2026) |
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| Python SDK (ContentUnderstandingClient) | https://learn.microsoft.com/en-us/python/api/overview/azure/ai-contentunderstanding-readme | Verified (Feb 2026) |
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| Data privacy and security | https://learn.microsoft.com/en-us/azure/foundry/responsible-ai/content-understanding/data-privacy | Verified (Feb 2026) |
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@ -597,4 +597,4 @@ Content Understanding er en **Azure Foundry Tools** tjeneste, inkludert i:
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---
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**Sist oppdatert av:** Cosmo Skyberg
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**Neste review:** 2026-04 (eller ved ny GA release av Content Understanding)
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**Neste review:** 2026-09-19 (eller ved ny GA release av Content Understanding)
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