docs(architect): weekly KB update — 66 files refreshed (2026-04)
Updated 66 stale knowledge base reference files (10 critical, 56 high) across all 5 skills using Microsoft Learn MCP research. Key factual updates: - Groundedness Detection API: `correction` → `mitigating` param, `correctedText` → `correctionText` (breaking change) - Copilot Studio: GPT-4.1 mini now default (was GPT-4o mini); Claude Sonnet 4.5 + Opus 4.5 added (experimental, 200K ctx) - Agentic Retrieval: still public preview; 50M free tokens/month - Azure security baselines: "Cognitive Services" → "Foundry Tools" - Databricks: Delta Live Tables → Lakeflow Spark Declarative Pipelines - MLflow 3 GenAI: new Feedback/Expectation data model - Token tracking doc: "Azure OpenAI in Foundry Models through a gateway" - Agent Registry: Risks column (M365 E7), Graph API (preview) - Copilot DLP: new Entra AI Admin + Purview Data Security AI Admin roles - ISO/IEC 42001: scope expanded to M365 Copilot, Foundry, Security Copilot - Zero Trust: CAE now via Conditional Access, Strict Location Enforcement - Purview: new Fabric Copilots/agents governance section - AG-UI HITL: ApprovalRequiredAIFunction (C#), @tool approval_mode (Python) All files: Last updated → 2026-04, *(Verified MCP 2026-04)* markers added. Build registry: 1341 URLs from 387 files (+2 new URLs). Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
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# Cost Models - Microsoft AI Platforms
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**Last updated:** 2026-01 (research via microsoft-learn MCP)
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**Last updated:** 2026-04 (research via microsoft-learn MCP)
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**Disclaimer:** Prices change frequently. Always verify at azure.microsoft.com/pricing
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@ -110,6 +110,8 @@ Fra november 2024 er **Copilot Credits** felles valuta på tvers av Copilot Stud
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- Når forbruk > 125% av prepaid capacity → agenter stenges
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- Løsning: Kjøp mer capacity, realoker eksisterende, eller aktiver pay-as-you-go
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**Agent flow enforcement (separat mekanisme):** Agent flow enforcement er atskilt fra generell agent enforcement. Når flow-grensen nås, blokkeres nye agent flow-kjøringer — eksisterende agenter deaktiveres ikke. Verified (MCP 2026-04).
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---
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## Microsoft 365 Copilot
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@ -579,7 +581,7 @@ Azure AI Foundry er en **orkestreringsplattform** som benytter flere Azure-tjene
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**Dokumentasjon:**
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- [Azure OpenAI Cost Management](https://learn.microsoft.com/azure/ai-foundry/openai/how-to/manage-costs)
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- [Copilot Studio Billing](https://learn.microsoft.com/microsoft-copilot-studio/requirements-messages-management)
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- [Copilot Studio Billing and management](https://learn.microsoft.com/microsoft-copilot-studio/billing-rates-and-management) — Verified (MCP 2026-04)
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- [AI Builder Credit Management](https://learn.microsoft.com/ai-builder/credit-management)
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---
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@ -587,4 +589,5 @@ Azure AI Foundry er en **orkestreringsplattform** som benytter flere Azure-tjene
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## Versjonshistorikk
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- **2026-01:** Opprettet (basert på microsoft-learn MCP research)
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- **2026-04:** Oppdatert — agent flow enforcement, billing URL oppdatert (Verified MCP 2026-04)
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- **Disclaimer:** Priser endres hyppig; verifiser alltid via offisielle kilder før budsjettbeslutninger.
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