ms-ai-architect/skills/ms-ai-engineering/references/data-engineering
Kjell Tore Guttormsen 2935039f44 feat(ms-ai-architect): R7.2 stempling — 9/11 pass born-verified etter re-judge-gate; 2 diskvalifisert → flagged (R11) [skip-docs]
Re-judge-gate (frossen v3.1, 11 blinde Opus-4.8-xhigh subagenter, live MS Learn-fetch,
G6 Layer A dekket alle fetches). Kvalitetsgate på irreversibelt steg: born-verified stempel
krever TO uavhengige alt-grounded pass.

9 ENIGHET (alle claims grounded) → stemplet Verified 2026-07-24 / judge-v3.1:
  apim-azure-front-door-ai, apim-vs-direct-access-comparison, cost-tracking-apim-policies,
  developer-portal-ai-apis, multi-region-ai-gateway-design, streaming-support-apim,
  versioning-ai-api-endpoints, data-versioning-lineage, real-time-streaming-ai

2 UENIGHET (≥1 non-grounded) → pass→flagged, IKKE stemplet (R11 work-list):
  - security-hardening-ai-gateway: #2 source_silent («20+ security policies» usourcet),
    #7 not_grounded R8 (feature = Prompt Injection Protection, ikke «Prompt Shields»;
    indirekte injection-deteksjon ikke dekket)
  - etl-vs-elt-ai: #2 not_grounded R8 (Gold-lag = curated for reports/dashboards, ikke ML-features)

Gaten fanget gull/judge-run-uenighet (jf. gull-friskhet kan invertere adopsjon). Ledger:
94 records, R7.2 9 pass / 40 flagged (validateManifest valid). Stempel = kun Verified/
Verified by-header (body byte-identisk, per-fil invariant-sjekket, atomicWrite). Suite 947/947.
2026-07-24 20:14:45 +02:00
..
cross-cloud-data-integration.md feat(ms-ai-architect): Spor 1 — Port-1-substrat migrert på 4 ikke-advisor-skills (243 Source + 327 Type + 325 TOC + stale-verified poison fjernet) [skip-docs] 2026-07-04 10:19:11 +02:00
data-anonymization-privacy.md feat(ms-ai-architect): Spor 1 — Port-1-substrat migrert på 4 ikke-advisor-skills (243 Source + 327 Type + 325 TOC + stale-verified poison fjernet) [skip-docs] 2026-07-04 10:19:11 +02:00
data-cataloging-discovery.md feat(ms-ai-architect): Spor 1 — Port-1-substrat migrert på 4 ikke-advisor-skills (243 Source + 327 Type + 325 TOC + stale-verified poison fjernet) [skip-docs] 2026-07-04 10:19:11 +02:00
data-factory-ai-pipelines.md feat(ms-ai-architect): Spor 1 — Port-1-substrat migrert på 4 ikke-advisor-skills (243 Source + 327 Type + 325 TOC + stale-verified poison fjernet) [skip-docs] 2026-07-04 10:19:11 +02:00
data-mesh-patterns.md feat(ms-ai-architect): Spor 1 — Port-1-substrat migrert på 4 ikke-advisor-skills (243 Source + 327 Type + 325 TOC + stale-verified poison fjernet) [skip-docs] 2026-07-04 10:19:11 +02:00
data-pipeline-orchestration.md feat(ms-ai-architect): Spor 1 — Port-1-substrat migrert på 4 ikke-advisor-skills (243 Source + 327 Type + 325 TOC + stale-verified poison fjernet) [skip-docs] 2026-07-04 10:19:11 +02:00
data-quality-ai-frameworks.md feat(ms-ai-architect): Spor 1 — Port-1-substrat migrert på 4 ikke-advisor-skills (243 Source + 327 Type + 325 TOC + stale-verified poison fjernet) [skip-docs] 2026-07-04 10:19:11 +02:00
data-sampling-labeling.md feat(ms-ai-architect): Spor 1 — Port-1-substrat migrert på 4 ikke-advisor-skills (243 Source + 327 Type + 325 TOC + stale-verified poison fjernet) [skip-docs] 2026-07-04 10:19:11 +02:00
data-versioning-lineage.md feat(ms-ai-architect): R7.2 stempling — 9/11 pass born-verified etter re-judge-gate; 2 diskvalifisert → flagged (R11) [skip-docs] 2026-07-24 20:14:45 +02:00
dataverse-ai-integration.md feat(ms-ai-architect): Spor 1 — Port-1-substrat migrert på 4 ikke-advisor-skills (243 Source + 327 Type + 325 TOC + stale-verified poison fjernet) [skip-docs] 2026-07-04 10:19:11 +02:00
delta-lake-parquet-optimization.md feat(ms-ai-architect): Spor 1 — Port-1-substrat migrert på 4 ikke-advisor-skills (243 Source + 327 Type + 325 TOC + stale-verified poison fjernet) [skip-docs] 2026-07-04 10:19:11 +02:00
etl-vs-elt-ai.md feat(ms-ai-architect): Spor 1 — Port-1-substrat migrert på 4 ikke-advisor-skills (243 Source + 327 Type + 325 TOC + stale-verified poison fjernet) [skip-docs] 2026-07-04 10:19:11 +02:00
fabric-lakehouse-architecture.md feat(ms-ai-architect): Spor 1 — Port-1-substrat migrert på 4 ikke-advisor-skills (243 Source + 327 Type + 325 TOC + stale-verified poison fjernet) [skip-docs] 2026-07-04 10:19:11 +02:00
feature-stores-engineering.md feat(ms-ai-architect): Spor 1 — Port-1-substrat migrert på 4 ikke-advisor-skills (243 Source + 327 Type + 325 TOC + stale-verified poison fjernet) [skip-docs] 2026-07-04 10:19:11 +02:00
lakehouse-architecture-design.md feat(ms-ai-architect): Spor 1 — Port-1-substrat migrert på 4 ikke-advisor-skills (243 Source + 327 Type + 325 TOC + stale-verified poison fjernet) [skip-docs] 2026-07-04 10:19:11 +02:00
master-data-management-ai.md feat(ms-ai-architect): Spor 1 — Port-1-substrat migrert på 4 ikke-advisor-skills (243 Source + 327 Type + 325 TOC + stale-verified poison fjernet) [skip-docs] 2026-07-04 10:19:11 +02:00
microsoft-purview-governance.md feat(ms-ai-architect): Spor 1 — Port-1-substrat migrert på 4 ikke-advisor-skills (243 Source + 327 Type + 325 TOC + stale-verified poison fjernet) [skip-docs] 2026-07-04 10:19:11 +02:00
onelake-data-strategy.md feat(ms-ai-architect): Spor 1 — Port-1-substrat migrert på 4 ikke-advisor-skills (243 Source + 327 Type + 325 TOC + stale-verified poison fjernet) [skip-docs] 2026-07-04 10:19:11 +02:00
real-time-streaming-ai.md feat(ms-ai-architect): R7.2 stempling — 9/11 pass born-verified etter re-judge-gate; 2 diskvalifisert → flagged (R11) [skip-docs] 2026-07-24 20:14:45 +02:00
schema-evolution-management.md feat(ms-ai-architect): Spor 1 — Port-1-substrat migrert på 4 ikke-advisor-skills (243 Source + 327 Type + 325 TOC + stale-verified poison fjernet) [skip-docs] 2026-07-04 10:19:11 +02:00
synthetic-data-generation.md feat(ms-ai-architect): Spor 1 — Port-1-substrat migrert på 4 ikke-advisor-skills (243 Source + 327 Type + 325 TOC + stale-verified poison fjernet) [skip-docs] 2026-07-04 10:19:11 +02:00
zero-etl-fabric-patterns.md feat(ms-ai-architect): Spor 1 — Port-1-substrat migrert på 4 ikke-advisor-skills (243 Source + 327 Type + 325 TOC + stale-verified poison fjernet) [skip-docs] 2026-07-04 10:19:11 +02:00