chore(ms-ai-architect): KB checkpoint refresh — 30 files (critical 9 + high batch 1) [skip-docs]

- Critical bucket (9 files): substantive content updates basert på MCP-fetch - enterprise-governance: DSPM front door, AI-app-kategorier (3), single-tenant Entra ID - rag-cost-optimization, observability, ai-services-enterprise, multi-model-strategy: dato-bump - deterministic-cost: Copilot Credits offisiell common currency (2025-09-01), CCCU prepurchase - gpt5-gpt41-pricing: utvidet Copilot Studio modell-lineup (GPT-5.2, GPT-5.3, Claude 4.6, Grok 4.1) - vector-storage, request-batching: dato-bump (DS allerede dekkende) - High batch 1 (21 files, 10-30): Last updated 2026-04→2026-05 dato-bump Substantive Microsoft Learn-endringer var marginale per fetch — kosmetiske oppdateringer. Resterende: high batch 2 (filer 31-53, 23 filer) i ny sesjon. Se NEXT-SESSION-PROMPT.local.md.
2026-05-05 14:28:35 +02:00 · 2026-05-05 14:28:35 +02:00 · 82bd665ba0
commit 82bd665ba0
parent cbc0053957
30 changed files with 61 additions and 35 deletions
--- a/plugins/ms-ai-architect/skills/ms-ai-advisor/references/copilot-extensibility/copilot-dlp-and-governance.md
+++ b/plugins/ms-ai-architect/skills/ms-ai-advisor/references/copilot-extensibility/copilot-dlp-and-governance.md
@ -1,6 +1,6 @@
 # Data Loss Prevention and Governance in Copilot

-**Last updated:** 2026-04
+**Last updated:** 2026-05
 **Status:** GA (DLP for sensitivity labels), Preview (DLP for sensitive prompts)
 **Category:** Copilot Extensibility & Integration

--- a/plugins/ms-ai-architect/skills/ms-ai-advisor/references/copilot-extensibility/copilot-prompt-engineering-governance.md
+++ b/plugins/ms-ai-architect/skills/ms-ai-advisor/references/copilot-extensibility/copilot-prompt-engineering-governance.md
@ -1,6 +1,6 @@
 # Prompt Engineering and Governance for Copilot

-**Last updated:** 2026-04
+**Last updated:** 2026-05
 **Status:** GA
 **Category:** Copilot Extensibility & Integration

--- a/plugins/ms-ai-architect/skills/ms-ai-advisor/references/copilot-extensibility/enterprise-governance-copilot-deployment.md
+++ b/plugins/ms-ai-architect/skills/ms-ai-advisor/references/copilot-extensibility/enterprise-governance-copilot-deployment.md
@ -1,6 +1,6 @@
 # Enterprise Governance and Deployment Controls

-**Last updated:** 2026-04
+**Last updated:** 2026-05
 **Status:** GA
 **Category:** Copilot Extensibility & Integration

@ -177,6 +177,8 @@ New-DLPComplianceRule -Name "Copilot Rule" -Policy "Copilot Policy" -AdvancedRul
 - Agent authentication: None, Microsoft, Manual (custom OAuth)
 - Role-based access control (RBAC) via Dataverse security roles
 - Microsoft Entra ID group-based security
+- **Single-tenant Entra ID app registration for nye agenter (Verified 2026-05):** Copilot Studio oppretter én app-registrering per custom agent for å identifisere og sikre kommunikasjon med kanaler/skills. Eksisterende agenter har multitenant-registrering; nye agenter får single-tenant. Microsoft undersøker migrasjon av eksisterende agenter til single-tenant. App-registreringen aksesserer ikke kundedata.
+- **Tenant isolation:** Ikke støttet by default i Copilot Studio. Cross-tenant connections er tillatt med Entra ID-credentials. Admin kan slå PÅ tenant isolation for å begrense kun til godkjente tenants (cross-tenant-restrictions). (Verified 2026-05)

 ---

@ -427,10 +429,15 @@ Start
 - Audit logs for all Copilot activities (interactions, agent deployments, policy changes)

 **Compliance:**
- Microsoft Purview Data Security Posture Management for AI
- Insider risk management (detect abnormal agent usage patterns)
+- **DSPM for AI som "front door"** — Data Security Posture Management for AI er nå anbefalt startpunkt for å oppdage, sikre og anvende compliance-kontroller på tvers av AI-bruk i tenantet (Verified 2026-05)
+- **Tre AI-app-kategorier i Purview:**
+  1. **Copilot experiences and agents** — M365 Copilot, Security Copilot, Copilot in Fabric, Copilot Studio, Microsoft Facilitator, Channel Agent in Teams
+  2. **Enterprise AI apps** — Entra-registered AI apps, Microsoft Foundry, ChatGPT Enterprise
+  3. **Other AI apps** — Tredjepart-LLMs (ChatGPT consumer, Google Gemini, DeepSeek) detektert via Defender for Cloud Apps
+- **Microsoft Agent 365** har dedikert Purview-side (`ai-agent-365`) for security & compliance
+- **Risky AI usage policy template** i Insider Risk Management — detekterer prompt injection-angrep og tilgang til beskyttet materiale, integrert med Microsoft Defender XDR (Verified 2026-05)
 - Communication compliance (monitor agent responses for compliance violations)
- eDiscovery (search agent conversation transcripts for legal holds)
+- eDiscovery (search agent conversation transcripts for legal holds — bruk `Copilot activity` query condition)
 - Retention policies (auto-delete agent conversations etter retention period)

 **PowerShell-eksempel for Purview collection policy:**
--- a/plugins/ms-ai-architect/skills/ms-ai-engineering/references/agent-orchestration/agent-365-governance-and-deployment.md
+++ b/plugins/ms-ai-architect/skills/ms-ai-engineering/references/agent-orchestration/agent-365-governance-and-deployment.md
@ -1,6 +1,6 @@
 # Agent 365 Governance and Enterprise Deployment

-**Last updated:** 2026-04
+**Last updated:** 2026-05
 **Status:** GA
 **Category:** Agent Orchestration & Automation

--- a/plugins/ms-ai-architect/skills/ms-ai-engineering/references/agent-orchestration/agent-autonomy-and-control-governance.md
+++ b/plugins/ms-ai-architect/skills/ms-ai-engineering/references/agent-orchestration/agent-autonomy-and-control-governance.md
@ -1,6 +1,6 @@
 # Agent Autonomy and Control - Governance Framework

-**Last updated:** 2026-04
+**Last updated:** 2026-05
 **Status:** GA
 **Category:** Agent Orchestration & Automation

--- a/plugins/ms-ai-architect/skills/ms-ai-engineering/references/azure-ai-services/ai-services-enterprise-architecture.md
+++ b/plugins/ms-ai-architect/skills/ms-ai-engineering/references/azure-ai-services/ai-services-enterprise-architecture.md
@ -1,5 +1,5 @@
 # Azure AI Services - Enterprise Architecture Patterns
-**Last updated:** 2026-04 | Verified: MCP 2026-04
+**Last updated:** 2026-05 | Verified: MCP 2026-05
 **Status:** GA
 **Category:** Azure AI Services (Foundry Tools)

--- a/plugins/ms-ai-architect/skills/ms-ai-engineering/references/data-engineering/microsoft-purview-governance.md
+++ b/plugins/ms-ai-architect/skills/ms-ai-engineering/references/data-engineering/microsoft-purview-governance.md
@ -1,6 +1,6 @@
 # Microsoft Purview Data Governance

-**Last updated:** 2026-04
+**Last updated:** 2026-05
 **Status:** GA
 **Category:** Data Engineering for AI

--- a/plugins/ms-ai-architect/skills/ms-ai-engineering/references/mlops-genaiops/governance-audit-ml-operations.md
+++ b/plugins/ms-ai-architect/skills/ms-ai-engineering/references/mlops-genaiops/governance-audit-ml-operations.md
@ -1,7 +1,7 @@
 # Governance and Audit Trails in MLOps

 **Kategori:** MLOps & GenAIOps
-**Dato:** 2026-04
+**Dato:** 2026-05
 **Confidence:** 95% (High — bygger på offisiell Microsoft-dokumentasjon og Azure-referansearkitekturer)

 ## Introduksjon
--- a/plugins/ms-ai-architect/skills/ms-ai-engineering/references/rag-architecture/rag-cost-optimization.md
+++ b/plugins/ms-ai-architect/skills/ms-ai-engineering/references/rag-architecture/rag-cost-optimization.md
@ -1,6 +1,6 @@
 # RAG Cost Optimization and Efficiency

-**Last updated:** 2026-04
+**Last updated:** 2026-05
 **Status:** GA
 **Category:** RAG Architecture & Semantic Search

--- a/plugins/ms-ai-architect/skills/ms-ai-governance/references/monitoring-observability/alerting-strategies-escalation.md
+++ b/plugins/ms-ai-architect/skills/ms-ai-governance/references/monitoring-observability/alerting-strategies-escalation.md
@ -1,6 +1,6 @@
 # Alerting Strategies and Escalation Policies for AI Incidents

-**Last updated:** 2026-04
+**Last updated:** 2026-05
 **Status:** GA
 **Category:** Monitoring & Observability

--- a/plugins/ms-ai-architect/skills/ms-ai-governance/references/monitoring-observability/compliance-monitoring-ai-governance.md
+++ b/plugins/ms-ai-architect/skills/ms-ai-governance/references/monitoring-observability/compliance-monitoring-ai-governance.md
@ -1,6 +1,6 @@
 # Compliance Monitoring and AI Governance Dashboards

-**Last updated:** 2026-04
+**Last updated:** 2026-05
 **Status:** GA
 **Category:** Monitoring & Observability

--- a/plugins/ms-ai-architect/skills/ms-ai-governance/references/monitoring-observability/endpoint-health-and-capacity-planning.md
+++ b/plugins/ms-ai-architect/skills/ms-ai-governance/references/monitoring-observability/endpoint-health-and-capacity-planning.md
@ -1,6 +1,6 @@
 # Endpoint Health Monitoring and Capacity Planning

-**Last updated:** 2026-04
+**Last updated:** 2026-05
 **Status:** GA
 **Category:** Monitoring & Observability

--- a/plugins/ms-ai-architect/skills/ms-ai-governance/references/monitoring-observability/log-analytics-kql-ai-queries.md
+++ b/plugins/ms-ai-architect/skills/ms-ai-governance/references/monitoring-observability/log-analytics-kql-ai-queries.md
@ -1,7 +1,7 @@
 # Log Analytics KQL Queries for AI

 **Kategori:** Monitoring & Observability
-**Dato:** 2026-04
+**Dato:** 2026-05
 **Forfatter:** Cosmo Skyberg, AI Solution Architect

 ## Oversikt
--- a/plugins/ms-ai-architect/skills/ms-ai-governance/references/monitoring-observability/observability-for-copilot-extensions.md
+++ b/plugins/ms-ai-architect/skills/ms-ai-governance/references/monitoring-observability/observability-for-copilot-extensions.md
@ -1,6 +1,6 @@
 # Observability Patterns for Copilot Extensions and Plugins

-**Last updated:** 2026-02
+**Last updated:** 2026-05
 **Status:** GA
 **Category:** Monitoring & Observability

--- a/plugins/ms-ai-architect/skills/ms-ai-governance/references/monitoring-observability/sla-monitoring-ai-services.md
+++ b/plugins/ms-ai-architect/skills/ms-ai-governance/references/monitoring-observability/sla-monitoring-ai-services.md
@ -1,6 +1,6 @@
 # SLA Monitoring and Availability Tracking for AI Services

-**Last updated:** 2026-04
+**Last updated:** 2026-05
 **Status:** GA
 **Category:** Monitoring & Observability

--- a/plugins/ms-ai-architect/skills/ms-ai-governance/references/norwegian-public-sector-governance/norge-ai-strategy-government.md
+++ b/plugins/ms-ai-architect/skills/ms-ai-governance/references/norwegian-public-sector-governance/norge-ai-strategy-government.md
@ -1,6 +1,6 @@
 # Norges nasjonale AI-strategi

-**Last updated:** 2026-04
+**Last updated:** 2026-05
 **Status:** Gjeldende nasjonale retningslinjer (oppdatert 2024-2025)
 **Category:** Norwegian Public Sector AI Governance

--- a/plugins/ms-ai-architect/skills/ms-ai-governance/references/norwegian-public-sector-governance/utredningsinstruksen-ai-methodology.md
+++ b/plugins/ms-ai-architect/skills/ms-ai-governance/references/norwegian-public-sector-governance/utredningsinstruksen-ai-methodology.md
@ -1,6 +1,6 @@
 # Utredningsinstruksen - AI Project Scoping and Methodology

-**Last updated:** 2026-02
+**Last updated:** 2026-05
 **Status:** Gjeldende regelverk (Effective regulation)
 **Category:** Norwegian Public Sector Governance
 **Confidence:** High (offisielle kilder fra regjeringen.no og DFØ)
--- a/plugins/ms-ai-architect/skills/ms-ai-governance/references/responsible-ai/ai-ethics-in-public-sector.md
+++ b/plugins/ms-ai-architect/skills/ms-ai-governance/references/responsible-ai/ai-ethics-in-public-sector.md
@ -1,6 +1,6 @@
 # AI Ethics in Public Sector - Norwegian Government Context

-**Last updated:** 2026-04
+**Last updated:** 2026-05
 **Status:** GA
 **Category:** Responsible AI & Governance

--- a/plugins/ms-ai-architect/skills/ms-ai-governance/references/responsible-ai/algorithmic-accountability-auditability.md
+++ b/plugins/ms-ai-architect/skills/ms-ai-governance/references/responsible-ai/algorithmic-accountability-auditability.md
@ -1,6 +1,6 @@
 # Algorithmic Accountability - Audit Trails and Traceability

-**Last updated:** 2026-02
+**Last updated:** 2026-05
 **Status:** GA
 **Category:** Responsible AI & Governance

--- a/plugins/ms-ai-architect/skills/ms-ai-governance/references/responsible-ai/responsible-ai-training-awareness.md
+++ b/plugins/ms-ai-architect/skills/ms-ai-governance/references/responsible-ai/responsible-ai-training-awareness.md
@ -1,6 +1,6 @@
 # Responsible AI Training and Awareness - Organizational Capability

-**Last updated:** 2026-04
+**Last updated:** 2026-05
 **Status:** GA
 **Category:** Responsible AI & Governance

--- a/plugins/ms-ai-architect/skills/ms-ai-governance/references/responsible-ai/transparency-documentation-standards.md
+++ b/plugins/ms-ai-architect/skills/ms-ai-governance/references/responsible-ai/transparency-documentation-standards.md
@ -1,6 +1,6 @@
 # Transparency and Documentation - Regulatory and Best Practice Standards

-**Last updated:** 2026-04
+**Last updated:** 2026-05
 **Status:** GA
 **Category:** Responsible AI & Governance

--- a/plugins/ms-ai-architect/skills/ms-ai-security/references/ai-security-engineering/data-leakage-prevention-ai.md
+++ b/plugins/ms-ai-architect/skills/ms-ai-security/references/ai-security-engineering/data-leakage-prevention-ai.md
@ -1,7 +1,7 @@
 # Data Leakage Prevention in AI Contexts

 **Kategori:** AI Security Engineering
-**Sist oppdatert:** 2026-04 | Verified: MCP 2026-04
+**Sist oppdatert:** 2026-05 | Verified: MCP 2026-05
 **Målgruppe:** Enterprise AI architects og security teams

 ## Oversikt
--- a/plugins/ms-ai-architect/skills/ms-ai-security/references/ai-security-engineering/model-fingerprinting-watermarking.md
+++ b/plugins/ms-ai-architect/skills/ms-ai-security/references/ai-security-engineering/model-fingerprinting-watermarking.md
@ -1,7 +1,7 @@
 # Model Fingerprinting and Watermarking for Attribution

 **Kategori:** AI Security Engineering
-**Dato:** 2026-04
+**Dato:** 2026-05
 **Status:** Active

 ---
--- a/plugins/ms-ai-architect/skills/ms-ai-security/references/ai-security-engineering/pii-detection-norwegian-context.md
+++ b/plugins/ms-ai-architect/skills/ms-ai-security/references/ai-security-engineering/pii-detection-norwegian-context.md
@ -1,6 +1,6 @@
 # PII Detection and Masking in Norwegian Text

-**Last updated:** 2026-04
+**Last updated:** 2026-05
 **Status:** GA
 **Category:** AI Security Engineering

--- a/plugins/ms-ai-architect/skills/ms-ai-security/references/cost-optimization/deterministic-cost-calculation-model.md
+++ b/plugins/ms-ai-architect/skills/ms-ai-security/references/cost-optimization/deterministic-cost-calculation-model.md
@ -1,6 +1,6 @@
 # Deterministisk kostnadsberegningsmodell for AI-arkitekturvurderinger

-**Sist oppdatert:** 2026-02 (v1.0)
+**Sist oppdatert:** 2026-05 (v1.1)
 **Status:** GA
 **Category:** Cost Optimization & FinOps for AI

@ -55,9 +55,12 @@ Modellen sikrer at:

 ### 1.3 Microsoft Copilot Studio

+> **Fra 2025-09-01:** Copilot Credits erstattet *messages* som felles valuta på tvers av Copilot Studio-kapabiliteter. Antall per prepaid pack og pay-as-you-go-rate er uendret. (Verified MCP 2026-05)
+
 | Modell | Pris | Inkludert | Kilde | Verifisert |
 |--------|------|-----------|-------|------------|
-| **Pay-as-you-go** | $0.01 per melding (Copilot Credit) | Ubegrenset (betaler per bruk) | [Copilot Studio Licensing Guide Feb 2026](https://learn.microsoft.com/microsoft-copilot-studio/billing-licensing) | 2026-02 |
+| **Pay-as-you-go** | $0.01 per Copilot Credit | Azure-fakturert via billing policy, ingen up-front commitment | [Copilot Studio Licensing Guide](https://learn.microsoft.com/microsoft-copilot-studio/billing-licensing) | 2026-05 |
+| **Copilot Credit prepurchase plan** | Årlig prepaid (CCCU-pool) | Copilot Credit Commit Units brukes på tvers av Microsoft-eligible produkter; kjøpes i Azure portal | [Copilot Studio Licensing Guide](https://learn.microsoft.com/microsoft-copilot-studio/billing-licensing) | 2026-05 |
 | **Capacity Pack (lisens)** | $200/måned per pack | 25 000 Copilot Credits/pack | [Copilot Studio Licensing Guide Feb 2026](https://learn.microsoft.com/microsoft-copilot-studio/billing-licensing) | 2026-02 |
 | **M365 Copilot-brukerrettighet** | Inkludert i M365 Copilot | Fair Usage Limit | [Copilot Studio Licensing Guide Feb 2026](https://learn.microsoft.com/microsoft-copilot-studio/billing-licensing) | 2026-02 |

--- a/plugins/ms-ai-architect/skills/ms-ai-security/references/cost-optimization/gpt5-gpt41-pricing-models.md
+++ b/plugins/ms-ai-architect/skills/ms-ai-security/references/cost-optimization/gpt5-gpt41-pricing-models.md
@ -1,7 +1,7 @@
 # GPT-5 og GPT-4.1: Prismodeller og kostnadsoptimalisering

-**Last updated:** 2026-04
-**Status:** GA (GPT-4.1-serien), GA (GPT-5-serien, begrenset tilgang for gpt-5 og gpt-5-codex)
+**Last updated:** 2026-05 | Verified: MCP 2026-05
+**Status:** GA (GPT-4.1-serien), GA (GPT-5-serien — `gpt-5` og `gpt-5-codex` har registreringskrav). GPT-5.2 reasoning og GPT-5.3 chat lagt til i Copilot Studio-prompt-builder
 **Category:** Cost Optimization & FinOps for AI

 ---
@ -400,6 +400,22 @@ Norsk offentlig sektor:
 - Brukeren kan manuelt velge gpt-4.1 (Standard) eller gpt-5-reasoning (Premium) per prompt
 - Copilot Credits-kvantum inkludert i lisenspakke; overskudd faktureres via pay-as-you-go

+**Utvidet modell-lineup i Copilot Studio prompt-builder (Verified MCP 2026-05):**
+
+| Modell | Rate | Kontekst | Kategori | Kommentar |
+|--------|------|----------|----------|-----------|
+| `gpt-4.1-mini` (default) | Basic | 128K | Mini | Trent t.o.m. juni 2024 |
+| `gpt-4.1` | Standard | 128K | General | Trent t.o.m. juni 2024 |
+| `gpt-5-chat` | Standard | 128K | General | Trent t.o.m. sept 2024 |
+| `gpt-5-reasoning` | Premium | 400K | Deep | Trent t.o.m. sept 2024 |
+| `gpt-5.2-reasoning` | Premium | 400K | Deep | Trent t.o.m. okt 2024 |
+| `gpt-5.3-chat` | Standard | 128K | General | Managed model |
+| `Claude Sonnet 4.6` | Standard | 200K | General | Eksternt fra Anthropic — egne data-handling-vilkår |
+| `Claude Opus 4.6` | Premium | 200K | Deep | Eksternt fra Anthropic |
+| `Grok 4.1 Fast` (Non-reasoning) | Standard | — | General | **Eksperimentell/ikke anbefalt for produksjon.** Microsoft har funnet lavere safety/jailbreak-scores; kan generere eksplisitt innhold |
+
+GPT-4o mini og GPT-4o brukes fortsatt i US Government regions (offer comparable funksjonalitet til GPT-4.1 mini/GPT-4.1).
+
 ### AI Builder (Power Platform)

 - Default modell: **gpt-4.1-mini** (Basic rate prompt builder credits)
--- a/plugins/ms-ai-architect/skills/ms-ai-security/references/cost-optimization/multi-model-strategy-costs.md
+++ b/plugins/ms-ai-architect/skills/ms-ai-security/references/cost-optimization/multi-model-strategy-costs.md
@ -1,6 +1,6 @@
 # Multi-Model Strategy: Cost-Performance Trade-offs

-**Last updated:** 2026-04 | Verified: MCP 2026-04
+**Last updated:** 2026-05 | Verified: MCP 2026-05
 **Status:** GA
 **Category:** Cost Optimization & FinOps for AI

--- a/plugins/ms-ai-architect/skills/ms-ai-security/references/cost-optimization/observability-cost-reduction.md
+++ b/plugins/ms-ai-architect/skills/ms-ai-security/references/cost-optimization/observability-cost-reduction.md
@ -1,6 +1,6 @@
 # Observability and Monitoring Cost Optimization

-**Last updated:** 2026-04 | Verified: MCP 2026-04
+**Last updated:** 2026-05 | Verified: MCP 2026-05
 **Status:** GA
 **Category:** Cost Optimization & FinOps for AI

--- a/plugins/ms-ai-architect/skills/ms-ai-security/references/cost-optimization/request-batching-aggregation.md
+++ b/plugins/ms-ai-architect/skills/ms-ai-security/references/cost-optimization/request-batching-aggregation.md
@ -1,6 +1,6 @@
 # Request Batching and Response Aggregation

-**Last updated:** 2026-02
+**Last updated:** 2026-05
 **Status:** GA
 **Category:** Cost Optimization & FinOps for AI

--- a/plugins/ms-ai-architect/skills/ms-ai-security/references/cost-optimization/vector-storage-cost-optimization.md
+++ b/plugins/ms-ai-architect/skills/ms-ai-security/references/cost-optimization/vector-storage-cost-optimization.md
@ -1,6 +1,6 @@
 # Vector Storage and Embedding Cost Optimization

-**Last updated:** 2026-04
+**Last updated:** 2026-05
 **Status:** GA
 **Category:** Cost Optimization & FinOps for AI