docs(architect): weekly KB update — 52 files refreshed (2026-04)
Key content changes: - MLOps: MLflow 3 scorers expanded (RetrievalRelevance, Fluency, multi-turn judges) - MLflow 3 A/B eval: mirror_traffic GA confirmed, new scorer catalog - CI/CD: OIDC auth replaces deprecated --sdk-auth (Azure ML GitHub Actions) - Agent framework A2A: updated SDK patterns (A2ACardResolver, BearerAuth) - AG-UI backend tool rendering: accurate TOOL_CALL_* event shapes - Computer Use agents: US region requirement, credentials patterns - Purview governance: bulk term edit, expire/delete workflows - CAF AI Secure: 3-phase structure confirmed current - Copilot Studio: Claude Sonnet 4.5/4.6 GA, new orchestration controls - M365 manifest: v1.26 GA (April 2026), copilotAgents node - Power Platform: agent flow capacity enforcement corrected - Azure Monitor: Simple Log Alerts GA, AMBA for policy-based alerting - Security Copilot: SCU capacity model (400 SCU/1000 users) - EU Data Boundary: all EU + EFTA countries confirmed - gateway-multi-backend: added 4th topology, subscription-level quota note Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
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# NLP Configuration and Intent Recognition
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**Last updated:** 2026-02
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**Last updated:** 2026-04
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**Status:** GA
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**Category:** Copilot Extensibility & Integration
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@ -57,7 +57,7 @@ Trigger phrases er eksempelsetninger som definerer når en topic skal aktiveres.
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|------|-------------|---------------|
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| **Prebuilt entities** | Microsoft-vedlikeholdte typer (Age, Date, Money, Phone, Email, Location, etc.) | Ingen konfigurasjon nødvendig |
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| **Closed list entities** | Predefinerte verdier med synonymer | Manuell liste (f.eks. produktkategorier) |
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| **Regex entities** | Mønsterbasert ekstraksjon | Regular expressions (f.eks. ordrenummer, referansekoder) |
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| **Regex entities** | Mønsterbasert ekstraksjon | Regular expressions. NLU/CLU bruker .NET regex-syntaks; NLU+ bruker JavaScript regex-syntaks (Verified 2026-04) |
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| **Learned entities (NLU+/CLU)** | Kontekstbasert ekstraksjon via maskinlæring | Krever annoterte treningsdata |
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**Entity annotations** (NLU+):
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### Språkkrav og GDPR-compliance
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**Norsk språkstøtte:**
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- **Generative Orchestration**: Støtter norsk (nb-NO) ✅ — automatisk generert innhold oversettes dynamisk; agenten kan bytte språk per samtaletur (dynamic language switching, GA jun 2025)
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- **Generative Orchestration**: Støtter norsk (nb-NO) ✅ — automatisk generert innhold oversettes dynamisk; agenten kan bytte språk per samtaletur (dynamic language switching). Merk: Primærspråket kan ikke endres etter opprettelse, men region kan justeres. (Verified 2026-04)
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- **Built-in NLU**: Støtter norsk (nb-NO) ✅
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- **NLU+**: Støtter norsk (nb-NO) ✅ (avansert NLU-tilpasning tilgjengelig fra jul 2025)
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- **Azure CLU**: Støtter norsk (nb-NO) ✅
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@ -530,11 +530,11 @@ Følgende Microsoft Learn-dokumentasjon ble brukt (april 2026):
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5. **Use entities and slot filling in agents**
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- URL: https://learn.microsoft.com/en-us/microsoft-copilot-studio/advanced-entities-slot-filling
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- Dekker: Prebuilt entities, custom entities, slot filling, proactive slot filling
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- Dekker: Prebuilt entities, custom entities (closed list + regex), slot filling, proactive slot filling, multiple entity recognition (maks 5 per Question-node), entity literals (Verified 2026-04)
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6. **Configure and create multilingual agents**
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- URL: https://learn.microsoft.com/en-us/microsoft-copilot-studio/multilingual
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- Dekker: System.User.Language, auto-detect language, localization best practices, dynamic language switching (generative orchestration), secondary language management
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- Dekker: System.User.Language, auto-detect language, localization best practices, dynamic language switching (generative orchestration), secondary language management. Primærspråk kan ikke endres etter opprettelse (Verified 2026-04)
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7. **Code samples**
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- microsoft_code_sample_search: Entity extraction, trigger phrases, YAML topic definitions
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@ -563,6 +563,7 @@ Alle "Verified"-markeringer er basert på:
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- **Dokument opprettet**: 2026-02-04
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- **MCP-data hentet**: 2026-04-10
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- **Siste innholdsoppdatering**: 2026-04
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- **Microsoft Learn-versjon**: April 2026
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- **Copilot Studio-versjon**: GA (Generally Available)
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