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ktg-plugin-marketplace/plugins/ms-ai-architect/skills/ms-ai-engineering/references/data-engineering
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Kjell Tore Guttormsen ad8a411f38 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>
2026-04-09 22:41:26 +02:00
..
cross-cloud-data-integration.md feat(ms-ai-architect): add plugin to open marketplace (v1.5.0 baseline) 2026-04-07 17:17:17 +02:00
data-anonymization-privacy.md feat(ms-ai-architect): add plugin to open marketplace (v1.5.0 baseline) 2026-04-07 17:17:17 +02:00
data-cataloging-discovery.md feat(ms-ai-architect): add plugin to open marketplace (v1.5.0 baseline) 2026-04-07 17:17:17 +02:00
data-factory-ai-pipelines.md feat(ms-ai-architect): add plugin to open marketplace (v1.5.0 baseline) 2026-04-07 17:17:17 +02:00
data-mesh-patterns.md feat(ms-ai-architect): add plugin to open marketplace (v1.5.0 baseline) 2026-04-07 17:17:17 +02:00
data-pipeline-orchestration.md feat(ms-ai-architect): add plugin to open marketplace (v1.5.0 baseline) 2026-04-07 17:17:17 +02:00
data-quality-ai-frameworks.md feat(ms-ai-architect): add plugin to open marketplace (v1.5.0 baseline) 2026-04-07 17:17:17 +02:00
data-sampling-labeling.md feat(ms-ai-architect): add plugin to open marketplace (v1.5.0 baseline) 2026-04-07 17:17:17 +02:00
data-versioning-lineage.md feat(ms-ai-architect): add plugin to open marketplace (v1.5.0 baseline) 2026-04-07 17:17:17 +02:00
dataverse-ai-integration.md feat(ms-ai-architect): add plugin to open marketplace (v1.5.0 baseline) 2026-04-07 17:17:17 +02:00
delta-lake-parquet-optimization.md feat(ms-ai-architect): add plugin to open marketplace (v1.5.0 baseline) 2026-04-07 17:17:17 +02:00
etl-vs-elt-ai.md feat(ms-ai-architect): add plugin to open marketplace (v1.5.0 baseline) 2026-04-07 17:17:17 +02:00
fabric-lakehouse-architecture.md feat(ms-ai-architect): add plugin to open marketplace (v1.5.0 baseline) 2026-04-07 17:17:17 +02:00
feature-stores-engineering.md feat(ms-ai-architect): add plugin to open marketplace (v1.5.0 baseline) 2026-04-07 17:17:17 +02:00
lakehouse-architecture-design.md feat(ms-ai-architect): add plugin to open marketplace (v1.5.0 baseline) 2026-04-07 17:17:17 +02:00
master-data-management-ai.md feat(ms-ai-architect): add plugin to open marketplace (v1.5.0 baseline) 2026-04-07 17:17:17 +02:00
microsoft-purview-governance.md docs(architect): weekly KB update — 66 files refreshed (2026-04) 2026-04-09 22:41:26 +02:00
onelake-data-strategy.md feat(ms-ai-architect): add plugin to open marketplace (v1.5.0 baseline) 2026-04-07 17:17:17 +02:00
real-time-streaming-ai.md feat(ms-ai-architect): add plugin to open marketplace (v1.5.0 baseline) 2026-04-07 17:17:17 +02:00
schema-evolution-management.md feat(ms-ai-architect): add plugin to open marketplace (v1.5.0 baseline) 2026-04-07 17:17:17 +02:00
synthetic-data-generation.md feat(ms-ai-architect): add plugin to open marketplace (v1.5.0 baseline) 2026-04-07 17:17:17 +02:00
zero-etl-fabric-patterns.md feat(ms-ai-architect): add plugin to open marketplace (v1.5.0 baseline) 2026-04-07 17:17:17 +02:00