From 82bd665ba030e1f8263f1eb5adaef27e7e544743 Mon Sep 17 00:00:00 2001 From: Kjell Tore Guttormsen Date: Tue, 5 May 2026 14:28:35 +0200 Subject: [PATCH] =?UTF-8?q?chore(ms-ai-architect):=20KB=20checkpoint=20ref?= =?UTF-8?q?resh=20=E2=80=94=2030=20files=20(critical=209=20+=20high=20batc?= =?UTF-8?q?h=201)=20[skip-docs]?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit - 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. --- .../copilot-dlp-and-governance.md | 2 +- .../copilot-prompt-engineering-governance.md | 2 +- ...nterprise-governance-copilot-deployment.md | 15 ++++++++++---- .../agent-365-governance-and-deployment.md | 2 +- .../agent-autonomy-and-control-governance.md | 2 +- .../ai-services-enterprise-architecture.md | 2 +- .../microsoft-purview-governance.md | 2 +- .../governance-audit-ml-operations.md | 2 +- .../rag-architecture/rag-cost-optimization.md | 2 +- .../alerting-strategies-escalation.md | 2 +- .../compliance-monitoring-ai-governance.md | 2 +- .../endpoint-health-and-capacity-planning.md | 2 +- .../log-analytics-kql-ai-queries.md | 2 +- .../observability-for-copilot-extensions.md | 2 +- .../sla-monitoring-ai-services.md | 2 +- .../norge-ai-strategy-government.md | 2 +- .../utredningsinstruksen-ai-methodology.md | 2 +- .../ai-ethics-in-public-sector.md | 2 +- ...algorithmic-accountability-auditability.md | 2 +- .../responsible-ai-training-awareness.md | 2 +- .../transparency-documentation-standards.md | 2 +- .../data-leakage-prevention-ai.md | 2 +- .../model-fingerprinting-watermarking.md | 2 +- .../pii-detection-norwegian-context.md | 2 +- .../deterministic-cost-calculation-model.md | 7 +++++-- .../gpt5-gpt41-pricing-models.md | 20 +++++++++++++++++-- .../multi-model-strategy-costs.md | 2 +- .../observability-cost-reduction.md | 2 +- .../request-batching-aggregation.md | 2 +- .../vector-storage-cost-optimization.md | 2 +- 30 files changed, 61 insertions(+), 35 deletions(-) diff --git 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 index c7b9f49..944f552 100644 --- 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 diff --git 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 index 9d818ca..081ab79 100644 --- 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 diff --git 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 index 27e1351..83f4f7b 100644 --- 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:** diff --git 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 index cffacd5..f880033 100644 --- 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 diff --git 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 index 7b9b4ba..dbf5a30 100644 --- 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 diff --git 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 index ce233ea..8778484 100644 --- 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) diff --git 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 index f4c844e..ebfc3a2 100644 --- 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 diff --git 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 index da39cf0..5aaf168 100644 --- 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 diff --git 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 index 9543328..a544d04 100644 --- 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 diff --git 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 index d7251d0..824d255 100644 --- 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 diff --git 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 index 1b154dd..441bef3 100644 --- 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 diff --git 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 index 45557eb..0dcb690 100644 --- 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 diff --git 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 index fbc4ed8..1ae108c 100644 --- 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 diff --git 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 index 2d533ef..b82b1e9 100644 --- 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 diff --git 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 index 1e9abb8..e2aad22 100644 --- 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 diff --git 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 index ad1cd6b..17f6e48 100644 --- 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 diff --git 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 index 381cd59..fd46044 100644 --- 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) diff --git 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 index 2605190..e5aa18d 100644 --- 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 diff --git 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 index 942c452..f60d853 100644 --- 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 diff --git 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 index f8cba3a..dd18525 100644 --- 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 diff --git 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 index 489bb31..a489ad6 100644 --- 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 diff --git 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 index 7041475..408ed57 100644 --- 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 diff --git 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 index 4241620..7a6f6f3 100644 --- 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 --- diff --git 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 index 4a4225a..ace4241 100644 --- 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 diff --git 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 index d962b5f..6b09d95 100644 --- 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 | diff --git 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 index ab696d2..62aa14c 100644 --- 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) diff --git 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 index 536db3b..fcadc11 100644 --- 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 diff --git 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 index d932530..d1985e2 100644 --- 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 diff --git 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 index 9aaded5..5bc4580 100644 --- 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 diff --git 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 index 17d15ec..2b1c051 100644 --- 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