From 83fd9b58d31b86f3b98d8edbdadc87c8bb028bb8 Mon Sep 17 00:00:00 2001 From: Kjell Tore Guttormsen Date: Fri, 26 Jun 2026 12:31:45 +0200 Subject: [PATCH] =?UTF-8?q?fix(ms-ai-architect):=20=E2=9C=85=20Verified=20?= =?UTF-8?q?=E2=86=92=20=E2=9C=85=20Documented=20(tillit-hygiene)?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Markøren over-påsto ekstern verifisering; faktisk semantikk (per legend i m365-copilot-plugins-ecosystem.md) er «hentet fra MS Learn via MCP» = Documented. Smal scope (operatør-besluttet A): de 101 ✅ Verified-konfidens-cellene i 13 filer + 5 kolonne-overskrifter (ptu, agent-memory) + skill-gen-taksonomien (Verified/Baseline/Assumed → Documented/Baseline/Assumed) + licensing-seksjonstittel. La de 137 plain «Verified»-cellene i 31 kilde-attribusjons-tabeller stå — de peker på en faktisk kilde i nabokolonnen (proveniens bevart). Suite 509/509. --- scripts/skill-gen/generate-skills.sh | 2 +- scripts/skill-gen/prompt-template.md | 2 +- .../architecture/licensing-matrix.md | 4 +-- .../m365-copilot-plugins-ecosystem.md | 18 +++++------ .../agent-memory-and-context-management.md | 32 +++++++++---------- .../ai-services-api-best-practices.md | 2 +- .../azure-ai-vision-image-analysis.md | 8 ++--- ...age-services-custom-text-classification.md | 6 ++-- .../language-services-text-analytics.md | 24 +++++++------- .../speech-services-text-to-speech.md | 28 ++++++++-------- .../graphrag-knowledge-graphs.md | 18 +++++------ .../security-and-audit-logging-ai.md | 26 +++++++-------- ...utput-validation-grounding-verification.md | 6 ++-- .../ai-builder-credits-transition.md | 16 +++++----- .../ptu-vs-paygo-economics.md | 28 ++++++++-------- 15 files changed, 110 insertions(+), 110 deletions(-) diff --git a/scripts/skill-gen/generate-skills.sh b/scripts/skill-gen/generate-skills.sh index bac495f..e1a0180 100755 --- a/scripts/skill-gen/generate-skills.sh +++ b/scripts/skill-gen/generate-skills.sh @@ -243,7 +243,7 @@ Denne filen tilhører kategorien **${category_name}**. 9. **Kilder og verifisering** - Microsoft Learn-referanser - - Konfidensnivå (Verified / Baseline / Assumed) + - Konfidensnivå (Documented / Baseline / Assumed) ## Regler diff --git a/scripts/skill-gen/prompt-template.md b/scripts/skill-gen/prompt-template.md index 07aad3a..d9cd975 100644 --- a/scripts/skill-gen/prompt-template.md +++ b/scripts/skill-gen/prompt-template.md @@ -82,7 +82,7 @@ Filen MÅ følge dette eksakte formatet: 9. **Kilder og verifisering** - Referanser til Microsoft Learn-artikler - Sist verifisert dato - - Konfidensnivå per seksjon (Verified / Baseline / Assumed) + - Konfidensnivå per seksjon (Documented / Baseline / Assumed) ## Regler diff --git a/skills/ms-ai-advisor/references/architecture/licensing-matrix.md b/skills/ms-ai-advisor/references/architecture/licensing-matrix.md index d32f1d8..ddc12b4 100644 --- a/skills/ms-ai-advisor/references/architecture/licensing-matrix.md +++ b/skills/ms-ai-advisor/references/architecture/licensing-matrix.md @@ -567,9 +567,9 @@ Tilgjengelig som selvstendig add-on (~$15/bruker/måned, *community-kilde*); anb --- -## 10. Verified vs Assumed Information +## 10. Documented vs Assumed Information -### ✅ Verified (fra microsoft-learn MCP) +### ✅ Documented (fra microsoft-learn MCP) - M365 Copilot add-on pris: $30/user/month - AI Builder seeded credits fjernes 1. nov 2026 diff --git a/skills/ms-ai-advisor/references/copilot-extensibility/m365-copilot-plugins-ecosystem.md b/skills/ms-ai-advisor/references/copilot-extensibility/m365-copilot-plugins-ecosystem.md index 3bb2c1f..f672443 100644 --- a/skills/ms-ai-advisor/references/copilot-extensibility/m365-copilot-plugins-ecosystem.md +++ b/skills/ms-ai-advisor/references/copilot-extensibility/m365-copilot-plugins-ecosystem.md @@ -429,21 +429,21 @@ Hvis plugin brukes til å fatte avgjørelser som påvirker individers rettighete | Seksjon | Kilde | Konfidensnivå | |---------|-------|---------------| -| **Ecosystem Overview** | [Copilot extensibility in the Microsoft 365 ecosystem](https://learn.microsoft.com/microsoft-365-copilot/extensibility/ecosystem) | ✅ Verified (MCP) | -| **App Package Structure** | [Agents are apps for Microsoft 365](https://learn.microsoft.com/microsoft-365-copilot/extensibility/agents-are-apps) | ✅ Verified (MCP) | -| **Distribution Methods** | [Publish agents for Microsoft 365 Copilot](https://learn.microsoft.com/microsoft-365-copilot/extensibility/publish) | ✅ Verified (MCP) | -| **Manifest Schema** | [Microsoft 365 app manifest schema reference](https://learn.microsoft.com/microsoft-365/extensibility/schema) — seneste GA: v1.28 (mai 2026); v1.29 dokumentert (juni 2026) | ✅ Verified (MCP 2026-06) | -| **Plugin Types** | [Adopt, extend and build Copilot experiences](https://learn.microsoft.com/copilot/roadmap/overview) | ✅ Verified (MCP) | -| **Teams Admin Center** | [Manage apps in Teams admin center](https://learn.microsoft.com/microsoftteams/manage-apps) | ✅ Verified (MCP) | -| **Partner Center** | [Microsoft 365 and Copilot program](https://learn.microsoft.com/partner-center/marketplace/why-publish) | ✅ Verified (MCP) | +| **Ecosystem Overview** | [Copilot extensibility in the Microsoft 365 ecosystem](https://learn.microsoft.com/microsoft-365-copilot/extensibility/ecosystem) | ✅ Documented (MCP) | +| **App Package Structure** | [Agents are apps for Microsoft 365](https://learn.microsoft.com/microsoft-365-copilot/extensibility/agents-are-apps) | ✅ Documented (MCP) | +| **Distribution Methods** | [Publish agents for Microsoft 365 Copilot](https://learn.microsoft.com/microsoft-365-copilot/extensibility/publish) | ✅ Documented (MCP) | +| **Manifest Schema** | [Microsoft 365 app manifest schema reference](https://learn.microsoft.com/microsoft-365/extensibility/schema) — seneste GA: v1.28 (mai 2026); v1.29 dokumentert (juni 2026) | ✅ Documented (MCP 2026-06) | +| **Plugin Types** | [Adopt, extend and build Copilot experiences](https://learn.microsoft.com/copilot/roadmap/overview) | ✅ Documented (MCP) | +| **Teams Admin Center** | [Manage apps in Teams admin center](https://learn.microsoft.com/microsoftteams/manage-apps) | ✅ Documented (MCP) | +| **Partner Center** | [Microsoft 365 and Copilot program](https://learn.microsoft.com/partner-center/marketplace/why-publish) | ✅ Documented (MCP) | | **GDPR Compliance** | EU GDPR Articles 5, 32 | ⚠️ Baseline (legal text) | | **Schrems II** | CJEU Case C-311/18 | ⚠️ Baseline (legal text) | | **AI Act** | EU AI Act Articles 52, Annex III | ⚠️ Baseline (legal text) | | **Forvaltningsloven** | Forvaltningsloven §§ 11a-11c (Norge) | ⚠️ Baseline (legal text) | -| **Licensing** | [Microsoft 365 Copilot developer licenses](https://learn.microsoft.com/microsoft-365-copilot/extensibility/prerequisites) | ✅ Verified (MCP) | +| **Licensing** | [Microsoft 365 Copilot developer licenses](https://learn.microsoft.com/microsoft-365-copilot/extensibility/prerequisites) | ✅ Documented (MCP) | **Konfidensnivå-definisjon:** -- ✅ **Verified:** Hentet direkte fra Microsoft Learn via MCP (oppdatert per januar 2026) +- ✅ **Documented:** Hentet direkte fra Microsoft Learn via MCP (oppdatert per januar 2026) - ⚠️ **Baseline:** Basert på modellkunnskap (legal/regulatory tekster, ikke Microsoft-dokumentasjon) **Siste oppdatering av Microsoft-dokumentasjon:** Juni 2026 (reflektert i MCP-kall 2026-06-19) — Manifest v1.28 seneste GA, v1.29 dokumentert diff --git a/skills/ms-ai-engineering/references/agent-orchestration/agent-memory-and-context-management.md b/skills/ms-ai-engineering/references/agent-orchestration/agent-memory-and-context-management.md index 95e2d7b..6e33d9e 100644 --- a/skills/ms-ai-engineering/references/agent-orchestration/agent-memory-and-context-management.md +++ b/skills/ms-ai-engineering/references/agent-orchestration/agent-memory-and-context-management.md @@ -20,7 +20,7 @@ Hovedutfordringen er å håndtere to typer minne: **short-term memory** (session ### Memory-typer i Microsoft AI-stakken -| Memory-type | Varighet | Bruksområde | Implementering | Verified | +| Memory-type | Varighet | Bruksområde | Implementering | Documented | |-------------|----------|-------------|----------------|----------| | **Short-term (Session)** | Inneværende samtale | Opprettholde immediate context | ChatHistory, AgentThread | ✅ | | **Working Memory** | Inneværende session | Kritiske beslutninger/krav | WhiteboardProvider (SK) | ✅ | @@ -30,7 +30,7 @@ Hovedutfordringen er å håndtere to typer minne: **short-term memory** (session ### Minnearkitekturer per plattform -| Plattform | Kortvarig minne | Langvarig minne | Persistence-layer | Verified | +| Plattform | Kortvarig minne | Langvarig minne | Persistence-layer | Documented | |-----------|----------------|-----------------|-------------------|----------| | **Semantic Kernel Agents** | ChatHistoryAgentThread | Mem0Provider, Vector Stores | Egen/ekstern (Cosmos DB, Redis, etc.) | ✅ | | **Foundry Agent Service** | Session context (managed) | Managed Memory Store (preview) | Azure-managed (AI Search, embeddings) | ✅ | @@ -42,7 +42,7 @@ Hovedutfordringen er å håndtere to typer minne: **short-term memory** (session **Legacy Memory Stores (deprecated — bruk Vector Store abstractions):** -| Provider | Type | Verified | +| Provider | Type | Documented | |----------|------|----------| | InMemoryMemoryStore | Prototyping, testing | ✅ | | Azure AI Search | Production vector storage | ✅ | @@ -462,45 +462,45 @@ Gir data lineage tracking og governance-enforcement. 1. **Semantic Kernel Agent Memory** https://learn.microsoft.com/en-us/semantic-kernel/frameworks/agent/agent-memory - Confidence: ✅ Verified (Mem0Provider, WhiteboardProvider documentation) + Confidence: ✅ Documented (Mem0Provider, WhiteboardProvider documentation) 2. **Foundry Agent Service Memory (preview)** https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/what-is-memory?view=foundry - Confidence: ✅ Verified (Managed Memory Store, extraction/consolidation/retrieval phases) + Confidence: ✅ Documented (Managed Memory Store, extraction/consolidation/retrieval phases) 3. **Agent Framework Chat History Providers** https://learn.microsoft.com/en-us/agent-framework/integrations/overview - Confidence: ✅ Verified (CosmosChatHistoryProvider, Memory AI Context Providers) + Confidence: ✅ Documented (CosmosChatHistoryProvider, Memory AI Context Providers) 4. **Azure Copilot BYOS (Bring Your Own Storage)** https://learn.microsoft.com/en-us/azure/copilot/bring-your-own-storage - Confidence: ✅ Verified (Cosmos DB conversation history, managed identity) + Confidence: ✅ Documented (Cosmos DB conversation history, managed identity) 5. **Semantic Kernel Vector Stores** https://learn.microsoft.com/en-us/semantic-kernel/concepts/vector-store-connectors/memory-stores - Confidence: ✅ Verified (Legacy IMemoryStore deprecated, Vector Store abstractions GA) + Confidence: ✅ Documented (Legacy IMemoryStore deprecated, Vector Store abstractions GA) 6. **Multi-turn Conversations with Agents** https://learn.microsoft.com/en-us/agent-framework/tutorials/agents/multi-turn-conversation - Confidence: ✅ Verified (AgentSession for state management) + Confidence: ✅ Documented (AgentSession for state management) 7. **Foundry Agent Service Context Layer** https://learn.microsoft.com/en-us/azure/cloud-adoption-framework/ai-agents/build-secure-process - Confidence: ✅ Verified (Hierarchical memory: knowledge, long-term, short-term) + Confidence: ✅ Documented (Hierarchical memory: knowledge, long-term, short-term) 8. **Azure OpenAI Web App Chat History (Cosmos DB)** https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/use-web-app - Confidence: ✅ Verified (Cosmos DB enablement for chat history) + Confidence: ✅ Documented (Cosmos DB enablement for chat history) ### Konfidensnivå per seksjon | Seksjon | Konfidens | Kilde | |---------|-----------|-------| -| Memory-typer | ✅ Verified | Microsoft Learn docs (Foundry, SK, Agent Framework) | -| Arkitekturmønstre | ✅ Verified | Code samples fra microsoft-learn MCP | -| Foundry Managed Memory | ✅ Verified | Microsoft Foundry Memory docs (preview disclaimer inkludert) | -| Cosmos DB Chat History | ✅ Verified | Agent Framework integrations, Azure Copilot BYOS | -| Vector Store deprecation | ✅ Verified | Semantic Kernel Memory Stores migration guide | +| Memory-typer | ✅ Documented | Microsoft Learn docs (Foundry, SK, Agent Framework) | +| Arkitekturmønstre | ✅ Documented | Code samples fra microsoft-learn MCP | +| Foundry Managed Memory | ✅ Documented | Microsoft Foundry Memory docs (preview disclaimer inkludert) | +| Cosmos DB Chat History | ✅ Documented | Agent Framework integrations, Azure Copilot BYOS | +| Vector Store deprecation | ✅ Documented | Semantic Kernel Memory Stores migration guide | | Offentlig sektor compliance | 🟡 Baseline | GDPR/AI Act krav (established), Foundry Memory region-support TBD | | Pricing | 🟡 Baseline | General Azure pricing (Cosmos DB, AI Search verified), Foundry Memory preview (TBD) | diff --git a/skills/ms-ai-engineering/references/azure-ai-services/ai-services-api-best-practices.md b/skills/ms-ai-engineering/references/azure-ai-services/ai-services-api-best-practices.md index e4a84e2..5110e94 100644 --- a/skills/ms-ai-engineering/references/azure-ai-services/ai-services-api-best-practices.md +++ b/skills/ms-ai-engineering/references/azure-ai-services/ai-services-api-best-practices.md @@ -692,7 +692,7 @@ AzureDiagnostics ## Kilder og verifisering -**Verification status:** ✅ Verified via Microsoft Learn MCP (2026-02) +**Verification status:** ✅ Documented via Microsoft Learn MCP (2026-02) **Primary sources (fetched):** diff --git a/skills/ms-ai-engineering/references/azure-ai-services/azure-ai-vision-image-analysis.md b/skills/ms-ai-engineering/references/azure-ai-services/azure-ai-vision-image-analysis.md index d594ac8..c875d8e 100644 --- a/skills/ms-ai-engineering/references/azure-ai-services/azure-ai-vision-image-analysis.md +++ b/skills/ms-ai-engineering/references/azure-ai-services/azure-ai-vision-image-analysis.md @@ -365,13 +365,13 @@ Azure AI Vision er en **Azure resource** som faktureres direkte via Azure-abonne 8. [Azure Image Analysis client library for Python](https://learn.microsoft.com/en-us/python/api/overview/azure/ai-vision-imageanalysis-readme) - Visual features, gender-neutral captions **Konfidensnivå per seksjon:** -- **Introduksjon:** ✅ Verified (Florence integration, GA status) -- **Kjernekomponenter:** ✅ Verified (visual features, Florence-modell) +- **Introduksjon:** ✅ Documented (Florence integration, GA status) +- **Kjernekomponenter:** ✅ Documented (visual features, Florence-modell) - **Arkitekturmønstre:** ⚠️ Baseline (arkitekturprinsipper er ikke eksplisitt dokumentert i Microsoft Learn, men basert på Azure best practices) - **Beslutningsveiledning:** ⚠️ Baseline (sammenligningstabell basert på modellkunnskap + Microsoft pricing) -- **Integrasjon med Microsoft-stakken:** ✅ Verified (Azure AI Search ImageAnalysisSkill, SDK-eksempler) +- **Integrasjon med Microsoft-stakken:** ✅ Documented (Azure AI Search ImageAnalysisSkill, SDK-eksempler) - **Offentlig sektor:** ⚠️ Baseline (GDPR/EU AI Act er juridisk tolkning, ikke Microsoft-dokumentasjon) -- **Kostnad og lisensiering:** ✅ Verified (prismodell er fra Azure Pricing Calculator, konvertert til NOK) +- **Kostnad og lisensiering:** ✅ Documented (prismodell er fra Azure Pricing Calculator, konvertert til NOK) - **For arkitekten:** ⚠️ Baseline (rådgivningsspørsmål er erfaringsbaserte, ikke offisiell dokumentasjon) **Antall unike kilder:** 8 Microsoft Learn-artikler diff --git a/skills/ms-ai-engineering/references/azure-ai-services/language-services-custom-text-classification.md b/skills/ms-ai-engineering/references/azure-ai-services/language-services-custom-text-classification.md index 3395c1d..ea0af4b 100644 --- a/skills/ms-ai-engineering/references/azure-ai-services/language-services-custom-text-classification.md +++ b/skills/ms-ai-engineering/references/azure-ai-services/language-services-custom-text-classification.md @@ -465,11 +465,11 @@ Ved bruk i offentlig saksbehandling: | Seksjon | Konfidensnivå | Kilde | |---------|---------------|-------| -| **Introduksjon** | ✅ Verified | Microsoft Learn (MCP fetch) | -| **Kjernekomponenter** | ✅ Verified | Microsoft Learn + Code Samples (MCP) | +| **Introduksjon** | ✅ Documented | Microsoft Learn (MCP fetch) | +| **Kjernekomponenter** | ✅ Documented | Microsoft Learn + Code Samples (MCP) | | **Arkitekturmønstre** | ⚠️ Baseline | Utledet fra use cases i Microsoft Learn + modellkunnskap | | **Beslutningsveiledning** | ⚠️ Baseline | Best practices fra Microsoft Learn + modellkunnskap | -| **Integrasjon** | ✅ Verified | Microsoft Learn (Foundry, Azure AI Search integration) | +| **Integrasjon** | ✅ Documented | Microsoft Learn (Foundry, Azure AI Search integration) | | **Offentlig sektor** | ⚠️ Baseline | GDPR/AI Act-kunnskap + Azure compliance docs (ikke MCP-verifisert) | | **Kostnad** | ⚠️ Baseline | Prismodell fra Azure Pricing Calculator (per 2024 data, ikke 2026-verifisert) | | **For arkitekten** | ⚠️ Baseline | Best practices syntetisert fra Microsoft Learn + erfaring | diff --git a/skills/ms-ai-engineering/references/azure-ai-services/language-services-text-analytics.md b/skills/ms-ai-engineering/references/azure-ai-services/language-services-text-analytics.md index 926cb69..79ffd9f 100644 --- a/skills/ms-ai-engineering/references/azure-ai-services/language-services-text-analytics.md +++ b/skills/ms-ai-engineering/references/azure-ai-services/language-services-text-analytics.md @@ -387,24 +387,24 @@ Language Services bruker **pay-per-call** modell (per text record). | Kategori | URL | Konfidensnivå | |----------|-----|---------------| -| **Sentiment Analysis Overview** | https://learn.microsoft.com/en-us/azure/ai-services/language-service/sentiment-opinion-mining/overview | ✅ Verified (2026-02) | -| **Sentiment Analysis How-To** | https://learn.microsoft.com/en-us/azure/ai-services/language-service/sentiment-opinion-mining/how-to/call-api | ✅ Verified (2026-02) | -| **Key Phrase Extraction How-To** | https://learn.microsoft.com/en-us/azure/ai-services/language-service/key-phrase-extraction/how-to/call-api | ✅ Verified (2026-02) | -| **NER Entity Categories** | https://learn.microsoft.com/en-us/azure/ai-services/language-service/named-entity-recognition/concepts/named-entity-categories | ✅ Verified (2026-02) | -| **Fabric Text Analytics** | https://learn.microsoft.com/en-us/fabric/data-science/ai-services/how-to-use-text-analytics | ✅ Verified (2026-02) | -| **Key Phrase Language Support** | https://learn.microsoft.com/en-us/azure/ai-services/language-service/key-phrase-extraction/language-support | ✅ Verified (2026-02) | -| **Sentiment Language Support** | https://learn.microsoft.com/en-us/azure/ai-services/language-service/sentiment-opinion-mining/language-support | ✅ Verified (2026-02) | -| **Custom Text Classification** | https://learn.microsoft.com/en-us/azure/ai-services/language-service/custom-text-classification/overview | ✅ Verified (2026-02) | +| **Sentiment Analysis Overview** | https://learn.microsoft.com/en-us/azure/ai-services/language-service/sentiment-opinion-mining/overview | ✅ Documented (2026-02) | +| **Sentiment Analysis How-To** | https://learn.microsoft.com/en-us/azure/ai-services/language-service/sentiment-opinion-mining/how-to/call-api | ✅ Documented (2026-02) | +| **Key Phrase Extraction How-To** | https://learn.microsoft.com/en-us/azure/ai-services/language-service/key-phrase-extraction/how-to/call-api | ✅ Documented (2026-02) | +| **NER Entity Categories** | https://learn.microsoft.com/en-us/azure/ai-services/language-service/named-entity-recognition/concepts/named-entity-categories | ✅ Documented (2026-02) | +| **Fabric Text Analytics** | https://learn.microsoft.com/en-us/fabric/data-science/ai-services/how-to-use-text-analytics | ✅ Documented (2026-02) | +| **Key Phrase Language Support** | https://learn.microsoft.com/en-us/azure/ai-services/language-service/key-phrase-extraction/language-support | ✅ Documented (2026-02) | +| **Sentiment Language Support** | https://learn.microsoft.com/en-us/azure/ai-services/language-service/sentiment-opinion-mining/language-support | ✅ Documented (2026-02) | +| **Custom Text Classification** | https://learn.microsoft.com/en-us/azure/ai-services/language-service/custom-text-classification/overview | ✅ Documented (2026-02) | ### Konfidensnivå per seksjon | Seksjon | Konfidens | Kilde | |---------|-----------|-------| -| Introduksjon | ✅ Verified | Microsoft Learn docs (MCP-fetched) | -| Kjernekomponenter | ✅ Verified | REST API examples + model outputs fra docs | -| Arkitekturmønstre | ✅ Verified | Fabric tutorial + Synapse docs + SDK samples | +| Introduksjon | ✅ Documented | Microsoft Learn docs (MCP-fetched) | +| Kjernekomponenter | ✅ Documented | REST API examples + model outputs fra docs | +| Arkitekturmønstre | ✅ Documented | Fabric tutorial + Synapse docs + SDK samples | | Beslutningsveiledning | ⚠️ Baseline | Best practices (modellkunnskap), ikke eksplisitt dokumentert | -| Integrasjon med MS-stakken | ✅ Verified | Power BI tutorial + SynapseML docs + Foundry quickstarts | +| Integrasjon med MS-stakken | ✅ Documented | Power BI tutorial + SynapseML docs + Foundry quickstarts | | Offentlig sektor (Norge) | ⚠️ Baseline | GDPR-analyse (modellkunnskap) + Azure datacenter geografi | | Kostnad og lisensiering | ⚠️ Baseline | Generell Azure pricing structure (ikke eksakte NOK-priser hentet) | | For arkitekten (Cosmo) | ⚠️ Baseline | Arkitekturerfaringer (modellkunnskap), ikke dokumentert av Microsoft | diff --git a/skills/ms-ai-engineering/references/azure-ai-services/speech-services-text-to-speech.md b/skills/ms-ai-engineering/references/azure-ai-services/speech-services-text-to-speech.md index fc6220e..5bc5e1e 100644 --- a/skills/ms-ai-engineering/references/azure-ai-services/speech-services-text-to-speech.md +++ b/skills/ms-ai-engineering/references/azure-ai-services/speech-services-text-to-speech.md @@ -491,16 +491,16 @@ Billable characters: `Hello, world!` = 13 tegn (ikke `` eller ``) | Kilde | Confidence | URL | |-------|------------|-----| -| What is Text-to-Speech? | ✅ Verified | https://learn.microsoft.com/en-us/azure/ai-services/speech-service/text-to-speech | -| Customize voice and sound with SSML | ✅ Verified | https://learn.microsoft.com/en-us/azure/ai-services/speech-service/speech-synthesis-markup-voice | -| How to synthesize speech from text | ✅ Verified | https://learn.microsoft.com/en-us/azure/ai-services/speech-service/how-to-speech-synthesis | -| Text-to-Speech FAQ | ✅ Verified | https://learn.microsoft.com/en-us/azure/ai-services/speech-service/faq-tts | -| Transparency note for TTS | ✅ Verified | https://learn.microsoft.com/en-us/azure/foundry/responsible-ai/speech-service/text-to-speech/transparency-note | -| Language support | ✅ Verified | https://learn.microsoft.com/en-us/azure/ai-services/speech-service/language-support?tabs=tts | -| Speech service pricing | ✅ Verified | https://azure.microsoft.com/pricing/details/cognitive-services/speech-services/ | -| Batch synthesis API | ✅ Verified | https://learn.microsoft.com/en-us/azure/ai-services/speech-service/batch-synthesis | -| Custom neural voice | ✅ Verified | https://learn.microsoft.com/en-us/azure/ai-services/speech-service/custom-neural-voice | -| Personal voice | ✅ Verified | https://learn.microsoft.com/en-us/azure/ai-services/speech-service/personal-voice-overview | +| What is Text-to-Speech? | ✅ Documented | https://learn.microsoft.com/en-us/azure/ai-services/speech-service/text-to-speech | +| Customize voice and sound with SSML | ✅ Documented | https://learn.microsoft.com/en-us/azure/ai-services/speech-service/speech-synthesis-markup-voice | +| How to synthesize speech from text | ✅ Documented | https://learn.microsoft.com/en-us/azure/ai-services/speech-service/how-to-speech-synthesis | +| Text-to-Speech FAQ | ✅ Documented | https://learn.microsoft.com/en-us/azure/ai-services/speech-service/faq-tts | +| Transparency note for TTS | ✅ Documented | https://learn.microsoft.com/en-us/azure/foundry/responsible-ai/speech-service/text-to-speech/transparency-note | +| Language support | ✅ Documented | https://learn.microsoft.com/en-us/azure/ai-services/speech-service/language-support?tabs=tts | +| Speech service pricing | ✅ Documented | https://azure.microsoft.com/pricing/details/cognitive-services/speech-services/ | +| Batch synthesis API | ✅ Documented | https://learn.microsoft.com/en-us/azure/ai-services/speech-service/batch-synthesis | +| Custom neural voice | ✅ Documented | https://learn.microsoft.com/en-us/azure/ai-services/speech-service/custom-neural-voice | +| Personal voice | ✅ Documented | https://learn.microsoft.com/en-us/azure/ai-services/speech-service/personal-voice-overview | ### Code Samples (Verified via MCP) @@ -512,13 +512,13 @@ Billable characters: `Hello, world!` = 13 tegn (ikke `` eller ``) | Seksjon | Confidence | Basert på | |---------|------------|-----------| -| Introduksjon | ✅ Verified | MCP docs_search + docs_fetch | -| Kjernekomponenter | ✅ Verified | MCP docs + code samples | +| Introduksjon | ✅ Documented | MCP docs_search + docs_fetch | +| Kjernekomponenter | ✅ Documented | MCP docs + code samples | | Arkitekturmønstre | ⚠️ Baseline + Verified | Patterns fra docs + erfaring | | Beslutningsveiledning | ⚠️ Baseline | Best practices (ikke eksplisitt i docs) | -| Integrasjon Microsoft-stakken | ✅ Verified (delvis) | Dokumentert for noen, baseline for andre | +| Integrasjon Microsoft-stakken | ✅ Documented (delvis) | Dokumentert for noen, baseline for andre | | Offentlig sektor (Norge) | ⚠️ Baseline | GDPR/AI Act-vurdering ikke i MS docs | -| Kostnad og lisensiering | ✅ Verified | Pricing docs + examples | +| Kostnad og lisensiering | ✅ Documented | Pricing docs + examples | | For arkitekten | ⚠️ Baseline | Praktisk erfaring, ikke dokumentert i MCP | **Totalt antall MCP-kall:** 7 (4 × docs_search, 3 × docs_fetch, 1 × code_sample_search) diff --git a/skills/ms-ai-engineering/references/rag-architecture/graphrag-knowledge-graphs.md b/skills/ms-ai-engineering/references/rag-architecture/graphrag-knowledge-graphs.md index 4b2263f..b3702c3 100644 --- a/skills/ms-ai-engineering/references/rag-architecture/graphrag-knowledge-graphs.md +++ b/skills/ms-ai-engineering/references/rag-architecture/graphrag-knowledge-graphs.md @@ -277,20 +277,20 @@ GraphRAG introduserer spesifikke personvernrisiki i offentlig sektor: | Seksjon | URL | Konfidensnivå | |---------|-----|---------------| -| CosmosAIGraph arkitektur | https://learn.microsoft.com/en-us/azure/cosmos-db/gen-ai/cosmos-ai-graph | ✅ Verified (2026-06-19) | -| Graph semantics i KQL | https://learn.microsoft.com/en-us/kusto/query/graph-semantics-overview | ✅ Verified (2026-02) | -| Entity Recognition skill (v3) | https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-entity-recognition-v3 | ✅ Verified (2026-02) | -| Azure AI Search transparency note | https://learn.microsoft.com/en-us/azure/foundry/responsible-ai/search/transparency-note | ✅ Verified (2026-02) | -| RAG solution design guide | https://learn.microsoft.com/en-us/azure/architecture/ai-ml/guide/rag/rag-solution-design-and-evaluation-guide | ✅ Verified (2026-02) | -| Labeled Property Graphs (LPG) | https://learn.microsoft.com/en-us/fabric/graph/graph-data-models | ✅ Verified (2026-06-19) | +| CosmosAIGraph arkitektur | https://learn.microsoft.com/en-us/azure/cosmos-db/gen-ai/cosmos-ai-graph | ✅ Documented (2026-06-19) | +| Graph semantics i KQL | https://learn.microsoft.com/en-us/kusto/query/graph-semantics-overview | ✅ Documented (2026-02) | +| Entity Recognition skill (v3) | https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-entity-recognition-v3 | ✅ Documented (2026-02) | +| Azure AI Search transparency note | https://learn.microsoft.com/en-us/azure/foundry/responsible-ai/search/transparency-note | ✅ Documented (2026-02) | +| RAG solution design guide | https://learn.microsoft.com/en-us/azure/architecture/ai-ml/guide/rag/rag-solution-design-and-evaluation-guide | ✅ Documented (2026-02) | +| Labeled Property Graphs (LPG) | https://learn.microsoft.com/en-us/fabric/graph/graph-data-models | ✅ Documented (2026-06-19) | ### Konfidens per seksjon -- **Introduksjon**: ✅ Verified (direkte fra Cosmos DB docs) -- **Kjernekomponenter**: ✅ Verified (Azure AI Search + Cosmos DB capabilities) +- **Introduksjon**: ✅ Documented (direkte fra Cosmos DB docs) +- **Kjernekomponenter**: ✅ Documented (Azure AI Search + Cosmos DB capabilities) - **Arkitekturmønstre**: ⚠️ Baseline (inferert fra best practices, ikke eksplisitt dokumentert) - **Beslutningsveiledning**: ⚠️ Baseline (syntetisert fra multiple sources) -- **Microsoft-integrasjon**: ✅ Verified (official API docs) +- **Microsoft-integrasjon**: ✅ Documented (official API docs) - **Offentlig sektor**: ⚠️ Baseline (GDPR-prinsipper applisert på GraphRAG-kontekst) - **Kostnad**: ⚠️ Baseline (Cosmos DB pricing, estimater fra modell-kunnskap) diff --git a/skills/ms-ai-governance/references/monitoring-observability/security-and-audit-logging-ai.md b/skills/ms-ai-governance/references/monitoring-observability/security-and-audit-logging-ai.md index fd015ed..a9391d5 100644 --- a/skills/ms-ai-governance/references/monitoring-observability/security-and-audit-logging-ai.md +++ b/skills/ms-ai-governance/references/monitoring-observability/security-and-audit-logging-ai.md @@ -384,24 +384,24 @@ Ingen ekstra lisenser kreves for audit logging — funksjonen er inkludert i Azu | Kilde | URL | Konfidensnivå | |-------|-----|---------------| -| **Enable diagnostic logging for Azure AI services** | https://learn.microsoft.com/en-us/azure/ai-services/diagnostic-logging | ✅ Verified | -| **Monitor Azure OpenAI** | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/monitor-openai | ✅ Verified | -| **Azure security baseline for Azure OpenAI** | https://learn.microsoft.com/en-us/security/benchmark/azure/baselines/azure-openai-security-baseline | ✅ Verified — **OBS:** Basert på MCSB v1.0 (kan inneholde utdatert veiledning). Produktet refereres nå som "Foundry Tools" i baseline-dokumentet. Siste veiledning: [Azure OpenAI docs](https://learn.microsoft.com/en-us/azure/foundry/). *(Verified MCP 2026-04)* | -| **Azure security baseline for Microsoft Foundry** | https://learn.microsoft.com/en-us/security/benchmark/azure/baselines/azure-ai-foundry-security-baseline | ✅ Verified — **OBS:** Tjenesten er omdøpt til "Microsoft Foundry" i baseline-dokumentet. Basert på MCSB v1.0. Viktige avvik: Customer Lockbox **ikke støttet** for Foundry, lokal autentisering til data plane **ikke støttet** (positivt for sikkerhet), DLP/sensitive data discovery **ikke støttet** nativt. *(Verified MCP 2026-04)* | -| **Microsoft cloud security benchmark: Logging and threat detection** | https://learn.microsoft.com/en-us/security/benchmark/azure/mcsb-logging-threat-detection | ✅ Verified | -| **Artificial Intelligence Security (AI-6: Establish monitoring and detection)** | https://learn.microsoft.com/en-us/security/benchmark/azure/mcsb-v2-artificial-intelligence-security | ✅ Verified | -| **Azure Policy Regulatory Compliance controls** | https://learn.microsoft.com/en-us/azure/governance/policy/samples/azure-security-benchmark | ✅ Verified | -| **Best practices for data and AI governance (Databricks)** | https://learn.microsoft.com/en-us/azure/databricks/lakehouse-architecture/data-governance/best-practices | ✅ Verified — Unity Catalog er nå sentral governance for BÅDE data og AI assets (modeller, features, lineage ned til kolonne-nivå). Tre governance-modeller: sentralisert, distribuert (federated), hybrid. Audit-logging på to nivåer (workspace + account) + verbose audit logs per query/kommando. AI-genererte kommentarer støttes (krever human review). *(Verified MCP 2026-06-19)* | +| **Enable diagnostic logging for Azure AI services** | https://learn.microsoft.com/en-us/azure/ai-services/diagnostic-logging | ✅ Documented | +| **Monitor Azure OpenAI** | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/monitor-openai | ✅ Documented | +| **Azure security baseline for Azure OpenAI** | https://learn.microsoft.com/en-us/security/benchmark/azure/baselines/azure-openai-security-baseline | ✅ Documented — **OBS:** Basert på MCSB v1.0 (kan inneholde utdatert veiledning). Produktet refereres nå som "Foundry Tools" i baseline-dokumentet. Siste veiledning: [Azure OpenAI docs](https://learn.microsoft.com/en-us/azure/foundry/). *(Verified MCP 2026-04)* | +| **Azure security baseline for Microsoft Foundry** | https://learn.microsoft.com/en-us/security/benchmark/azure/baselines/azure-ai-foundry-security-baseline | ✅ Documented — **OBS:** Tjenesten er omdøpt til "Microsoft Foundry" i baseline-dokumentet. Basert på MCSB v1.0. Viktige avvik: Customer Lockbox **ikke støttet** for Foundry, lokal autentisering til data plane **ikke støttet** (positivt for sikkerhet), DLP/sensitive data discovery **ikke støttet** nativt. *(Verified MCP 2026-04)* | +| **Microsoft cloud security benchmark: Logging and threat detection** | https://learn.microsoft.com/en-us/security/benchmark/azure/mcsb-logging-threat-detection | ✅ Documented | +| **Artificial Intelligence Security (AI-6: Establish monitoring and detection)** | https://learn.microsoft.com/en-us/security/benchmark/azure/mcsb-v2-artificial-intelligence-security | ✅ Documented | +| **Azure Policy Regulatory Compliance controls** | https://learn.microsoft.com/en-us/azure/governance/policy/samples/azure-security-benchmark | ✅ Documented | +| **Best practices for data and AI governance (Databricks)** | https://learn.microsoft.com/en-us/azure/databricks/lakehouse-architecture/data-governance/best-practices | ✅ Documented — Unity Catalog er nå sentral governance for BÅDE data og AI assets (modeller, features, lineage ned til kolonne-nivå). Tre governance-modeller: sentralisert, distribuert (federated), hybrid. Audit-logging på to nivåer (workspace + account) + verbose audit logs per query/kommando. AI-genererte kommentarer støttes (krever human review). *(Verified MCP 2026-06-19)* | ### Konfidensgradering per seksjon | Seksjon | Konfidensnivå | Merknad | |---------|---------------|---------| -| **Introduksjon** | ✅ Verified | Basert på offisielle Microsoft docs + compliance-rammeverk | -| **Kjernekomponenter** | ✅ Verified | Loggkategorier og schema hentet fra Azure Monitor-dokumentasjon | -| **Arkitekturmønstre** | ✅ Verified | Pattern 1-3 er anbefalt praksis fra Microsoft security baselines | -| **Beslutningsveiledning** | ✅ Verified | KQL-queries testet mot Azure Monitor-dokumentasjon | -| **Integrasjon** | ✅ Verified | Native integrasjoner dokumentert i Microsoft Learn | +| **Introduksjon** | ✅ Documented | Basert på offisielle Microsoft docs + compliance-rammeverk | +| **Kjernekomponenter** | ✅ Documented | Loggkategorier og schema hentet fra Azure Monitor-dokumentasjon | +| **Arkitekturmønstre** | ✅ Documented | Pattern 1-3 er anbefalt praksis fra Microsoft security baselines | +| **Beslutningsveiledning** | ✅ Documented | KQL-queries testet mot Azure Monitor-dokumentasjon | +| **Integrasjon** | ✅ Documented | Native integrasjoner dokumentert i Microsoft Learn | | **Offentlig sektor** | ⚠️ Baseline | Rettsgrunnlag er korrekt, implementasjonsdetaljer er tolkninger | | **Kostnad** | ⚠️ Baseline | Priser fra Azure Pricing Calculator (februar 2026), kan variere | diff --git a/skills/ms-ai-security/references/ai-security-engineering/output-validation-grounding-verification.md b/skills/ms-ai-security/references/ai-security-engineering/output-validation-grounding-verification.md index 228bc61..4b77d99 100644 --- a/skills/ms-ai-security/references/ai-security-engineering/output-validation-grounding-verification.md +++ b/skills/ms-ai-security/references/ai-security-engineering/output-validation-grounding-verification.md @@ -670,9 +670,9 @@ def cached_groundedness_check(key): | Seksjon | Kilde | Konfidens | |---------|-------|-----------| -| Groundedness Detection API | Microsoft Learn (MCP-verified) | ✅ Verified | -| Citation Verification | Microsoft Learn (MCP-verified) | ✅ Verified | -| Evaluation Frameworks | Microsoft Learn (MCP-verified) | ✅ Verified | +| Groundedness Detection API | Microsoft Learn (MCP-verified) | ✅ Documented | +| Citation Verification | Microsoft Learn (MCP-verified) | ✅ Documented | +| Evaluation Frameworks | Microsoft Learn (MCP-verified) | ✅ Documented | | Arkitekturmønstre | Baseline (modellkunnskap) + MCP-grunnlag | 🟡 Baseline | | Offentlig sektor Norge | Baseline (modellkunnskap) + kjent lovverk | 🟡 Baseline | | Kostnadsestimater | Baseline (modellkunnskap av prismodeller) | 🟡 Baseline | diff --git a/skills/ms-ai-security/references/cost-optimization/ai-builder-credits-transition.md b/skills/ms-ai-security/references/cost-optimization/ai-builder-credits-transition.md index 439125f..6394fba 100644 --- a/skills/ms-ai-security/references/cost-optimization/ai-builder-credits-transition.md +++ b/skills/ms-ai-security/references/cost-optimization/ai-builder-credits-transition.md @@ -651,27 +651,27 @@ Azure-fakturering 1. **Licensing and AI Builder credits** https://learn.microsoft.com/en-us/ai-builder/credit-management Lastet: 2026-02-04 - Status: ✅ Verified (fetched via MCP) + Status: ✅ Documented (fetched via MCP) 2. **End of AI Builder credits** https://learn.microsoft.com/en-us/ai-builder/endofaibcredits Lastet: 2026-02-04 - Status: ✅ Verified (fetched via MCP) + Status: ✅ Documented (fetched via MCP) 3. **Overview of licensing** https://learn.microsoft.com/en-us/ai-builder/administer-licensing Lastet: 2026-02-04 - Status: ✅ Verified (fetched via MCP) + Status: ✅ Documented (fetched via MCP) 4. **Power Platform licensing FAQs** https://learn.microsoft.com/en-us/power-platform/admin/powerapps-flow-licensing-faq Lastet: 2026-02-04 - Status: ✅ Verified (fetched via MCP) + Status: ✅ Documented (fetched via MCP) 5. **AI Builder consumption report** https://learn.microsoft.com/en-us/ai-builder/administer-consumption-report Lastet: 2026-02-04 - Status: ✅ Verified (fetched via MCP) + Status: ✅ Documented (fetched via MCP) ### Microsoft Power Platform Licensing Guide (Baseline) @@ -696,12 +696,12 @@ Azure-fakturering | Seksjon | Konfidensnivå | Begrunnelse | |---------|---------------|-------------| -| **Kjernekomponenter** | ✅ Verified | Direkte fra Microsoft Learn MCP-kilder | +| **Kjernekomponenter** | ✅ Documented | Direkte fra Microsoft Learn MCP-kilder | | **Arkitekturmønstre** | 🔵 Baseline + Verified | Mønstre er arkitektanbefalinger (baseline), underliggende fakta er verified | | **Beslutningsveiledning** | 🔵 Baseline + Verified | Beslutningstabell er arkitektanalyse (baseline), prisdata er verified | -| **Integrasjon med Microsoft-stakken** | ✅ Verified | Direkte fra Microsoft Learn MCP-kilder | +| **Integrasjon med Microsoft-stakken** | ✅ Documented | Direkte fra Microsoft Learn MCP-kilder | | **Offentlig sektor (Norge)** | 🔵 Baseline | Norsk offentlig sektor-kontekst er ikke dokumentert i Microsoft Learn | -| **Kostnad og lisensiering** | ✅ Verified + Baseline | Rate table er verified, TCO-analyser er baseline (kalkuleringer) | +| **Kostnad og lisensiering** | ✅ Documented + Baseline | Rate table er verified, TCO-analyser er baseline (kalkuleringer) | | **For arkitekten** | 🔵 Baseline | Arkitektveiledning er erfaring-basert (ikke Microsoft-dokumentert) | --- diff --git a/skills/ms-ai-security/references/cost-optimization/ptu-vs-paygo-economics.md b/skills/ms-ai-security/references/cost-optimization/ptu-vs-paygo-economics.md index b432b0c..bd50ffe 100644 --- a/skills/ms-ai-security/references/cost-optimization/ptu-vs-paygo-economics.md +++ b/skills/ms-ai-security/references/cost-optimization/ptu-vs-paygo-economics.md @@ -21,25 +21,25 @@ En hybrid tilnærming, der man kombinerer PTU for stabil baseline-traffic og Pay ### PTU-prismodell -| Komponent | Beskrivelse | Verified | +| Komponent | Beskrivelse | Documented | |-----------|-------------|----------| -| **Provisioned Throughput Unit (PTU)** | Generisk enhet for modellprosesseringskapasitet. Ikke modellspesifikk – samme PTU-quota kan brukes på tvers av Azure OpenAI-modeller og Foundry-modeller (DeepSeek, Llama, etc.). | ✅ Verified | -| **Hourly billing** | Faktureres per time: `$/PTU/hr × antall PTUer`. Proratert ved partial hours (15 min = 1/4 av time-rate). | ✅ Verified | -| **Azure Reservations** | 1-måned eller 1-år commitments gir betydelige rabatter (ofte 50%+). Reservasjoner kjøpes i Azure Portal, ikke AI Foundry. | ✅ Verified | -| **Deployment types** | Global Provisioned (multi-region), Data Zone Provisioned (data residency), Regional Provisioned (single-region). Hver type krever separat reservation. | ✅ Verified | -| **Minimum PTU** | Varierer per modell: GPT-4o (50 PTU regional, 15 PTU global), GPT-4o-mini (25 PTU regional, 15 PTU global), DeepSeek-R1 (100 PTU global, ingen regional). | ✅ Verified | -| **Throughput per PTU** | For nyere modeller (GPT-4.1+): Separate input/output TPM per PTU. Eksempel: GPT-5 har 4750 input TPM per PTU. Output tokens "koster" mer kapasitet enn input. | ✅ Verified | -| **Utilization metric** | Azure Monitor: `Provisioned-Managed Utilization V2` måler utnyttelse. Ved 100% returneres HTTP 429. | ✅ Verified | +| **Provisioned Throughput Unit (PTU)** | Generisk enhet for modellprosesseringskapasitet. Ikke modellspesifikk – samme PTU-quota kan brukes på tvers av Azure OpenAI-modeller og Foundry-modeller (DeepSeek, Llama, etc.). | ✅ Documented | +| **Hourly billing** | Faktureres per time: `$/PTU/hr × antall PTUer`. Proratert ved partial hours (15 min = 1/4 av time-rate). | ✅ Documented | +| **Azure Reservations** | 1-måned eller 1-år commitments gir betydelige rabatter (ofte 50%+). Reservasjoner kjøpes i Azure Portal, ikke AI Foundry. | ✅ Documented | +| **Deployment types** | Global Provisioned (multi-region), Data Zone Provisioned (data residency), Regional Provisioned (single-region). Hver type krever separat reservation. | ✅ Documented | +| **Minimum PTU** | Varierer per modell: GPT-4o (50 PTU regional, 15 PTU global), GPT-4o-mini (25 PTU regional, 15 PTU global), DeepSeek-R1 (100 PTU global, ingen regional). | ✅ Documented | +| **Throughput per PTU** | For nyere modeller (GPT-4.1+): Separate input/output TPM per PTU. Eksempel: GPT-5 har 4750 input TPM per PTU. Output tokens "koster" mer kapasitet enn input. | ✅ Documented | +| **Utilization metric** | Azure Monitor: `Provisioned-Managed Utilization V2` måler utnyttelse. Ved 100% returneres HTTP 429. | ✅ Documented | ### PayGo-prismodell -| Komponent | Beskrivelse | Verified | +| Komponent | Beskrivelse | Documented | |-----------|-------------|----------| -| **Token-based billing** | Faktureres per 1000 tokens (1K tokens). Input og output har ulike priser (output er dyrere). | ✅ Verified | -| **Dynamic quota (preview)** | Lar standard-deployments opportunistisk bruke mer quota når tilgjengelig, uten ekstra konfigurasjon. Faktureres fortsatt per token. | ✅ Verified | -| **TPM-quota** | Tokens Per Minute (TPM) quota definerer maks throughput. Kan økes via quota-request. | ✅ Verified | -| **Rate limiting** | Custom rate limiting basert på estimert traffic load. Kan gi HTTP 429 før quota nås hvis traffic er ujevnt distribuert. | ✅ Verified | -| **No minimum commitment** | Ingen forhåndskostnader eller minimum deployment-størrelse. Betaler kun for faktisk forbruk. | ✅ Verified | +| **Token-based billing** | Faktureres per 1000 tokens (1K tokens). Input og output har ulike priser (output er dyrere). | ✅ Documented | +| **Dynamic quota (preview)** | Lar standard-deployments opportunistisk bruke mer quota når tilgjengelig, uten ekstra konfigurasjon. Faktureres fortsatt per token. | ✅ Documented | +| **TPM-quota** | Tokens Per Minute (TPM) quota definerer maks throughput. Kan økes via quota-request. | ✅ Documented | +| **Rate limiting** | Custom rate limiting basert på estimert traffic load. Kan gi HTTP 429 før quota nås hvis traffic er ujevnt distribuert. | ✅ Documented | +| **No minimum commitment** | Ingen forhåndskostnader eller minimum deployment-størrelse. Betaler kun for faktisk forbruk. | ✅ Documented | ### Breakeven-analyse