ms-ai-architect/skills/ms-ai-engineering/references/mlops-genaiops
Kjell Tore Guttormsen 25bcb74d9a chore(ms-ai-architect): refresh KB high-bucket — 49 files [skip-docs]
KB-currency refresh (high priority, 2026-06-19) via /architect:kb-update.
49 high-prioritets governance/security/monitoring-filer re-verifisert mot
Microsoft Learn (MCP) — delegert til 8 parallelle Opus-subagenter gruppert
etter delt kilde, verifisert i hovedkontekst (diff-review + tester).

Hovedendringer (faktuelle korreksjoner + currency):
- MITRE ATLAS-IDer korrigert (supply-chain): AML.T0050 -> AML.T0018.000
  (Poison AI Model); AML.T0020 = Poison Training Data; T1195 Supply Chain
  Compromise. Gamle IDer var utdaterte (verifisert mot MCSB v2 AI-1).
- OTel-sampling presisert (distributed-tracing): adaptive sampling = klassisk
  App Insights SDK; OTel-distroen sampler IKKE by default (fixed-rate/
  rate-limited maa konfigureres); Functions parent-based sampling er default.
- MCSB v2 AI-kontroller AI-1 -> AI-7 (risk-taxonomy three-pillar, scoring-
  framework, rubrics, red-team, adversarial); Defender for Cloud AI threat
  protection + AI-SPM (GA).
- AI gateway (APIM) multi-provider: Anthropic Messages API v2-tiers, Google
  Vertex, unified model API (preview), MCP/A2A, Foundry-integrasjon; eksakte
  policy-navn (llm-emit-token-metric maks 5 dims, llm-semantic-cache-*,
  score-threshold = avstand, MS-eks. 0.15).
- Purview Enterprise AI apps inkl. Anthropic Claude (Enterprise) + ChatGPT
  Enterprise; Security Dashboard for AI (Agent 365-inventar, MCP-servere,
  tredjepartsmodeller; Security Reader minimumsrolle).
- Entra Agent ID: CA-lisenskrav (Entra ID P1/P2 + Agent 365), CA-scoping per
  tilgangsmoenster (on-behalf-of/app-only/agent-as-user), CA-grenser,
  connector-permissions som API-permissions.
- Copilot DLP: Block SITs in web search (GA, Performing Web Searches) + Block
  external email (preview) som prompt injection-vern.
- Azure AI Language PII: tre feature-typer, GA-API 2026-05-01; NOIdentityNumber
  bekreftet dedikert kategori for norske foedselsnummer.
- Foundry Tools-rename forsterket paa tvers; alle 49 Last updated -> 2026-06-19.

Discovery: 500 kandidater (alle Databricks-stoey) -> kun registry-kandidater,
ingen nye skills/-filer -> 389-telling uendret. validate 239 PASS,
kb-integrity 115/115 (262 orphan-warnings uendret), gitleaks clean.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01REiKFhP4w6xGXXqWKpPCJJ
2026-06-19 11:09:54 +02:00
..
ab-testing-llm-applications.md docs(architect): weekly KB update — 52 files refreshed (2026-04) 2026-04-10 11:31:11 +02:00
automated-retraining-pipelines.md feat(ultraplan-local): v1.6.0 — /ultraresearch-local deep research command 2026-04-08 08:58:35 +02:00
azure-ml-pipelines-orchestration.md docs(architect): weekly KB update — 52 files refreshed (2026-04) 2026-04-10 11:31:11 +02:00
ci-cd-for-ml-models.md docs(architect): weekly KB update — 52 files refreshed (2026-04) 2026-04-10 11:31:11 +02:00
cost-optimization-mlops-pipelines.md docs(architect): weekly KB update — 66 files refreshed (2026-04) 2026-04-09 22:41:26 +02:00
data-drift-monitoring-detection.md docs(architect): weekly KB update — 52 files refreshed (2026-04) 2026-04-10 11:31:11 +02:00
feedback-loops-continuous-improvement.md fix(ms-ai-architect): Foundry URL-navnerom-migrering (ai-foundry → foundry/foundry-classic, 141 filer) 2026-06-18 13:37:06 +02:00
genaiops-llm-specific-practices.md fix(ms-ai-architect): #8a currency S-bannere — Prompt Flow retirement, CUA GA, agentic retrieval GA-split, EØS + EDPB 28/2024 2026-06-18 18:53:02 +02:00
governance-audit-ml-operations.md chore(ms-ai-architect): refresh KB high-bucket — 49 files [skip-docs] 2026-06-19 11:09:54 +02:00
inferencing-optimization-caching.md fix(ms-ai-architect): Foundry URL-navnerom-migrering (ai-foundry → foundry/foundry-classic, 141 filer) 2026-06-18 13:37:06 +02:00
infrastructure-as-code-mlops.md docs(architect): weekly KB update — 52 files refreshed (2026-04) 2026-04-10 11:31:11 +02:00
llm-evaluation-production.md fix(ms-ai-architect): Foundry URL-navnerom-migrering (ai-foundry → foundry/foundry-classic, 141 filer) 2026-06-18 13:37:06 +02:00
mlops-fundamentals-overview.md docs(architect): weekly KB update — 52 files refreshed (2026-04) 2026-04-10 11:31:11 +02:00
mlops-security-access-control.md docs(architect): weekly KB update — 52 files refreshed (2026-04) 2026-04-10 11:31:11 +02:00
mlops-teams-collaboration-tools.md docs(architect): weekly KB update — 52 files refreshed (2026-04) 2026-04-10 11:31:11 +02:00
model-deployment-strategies-azure.md docs(architect): weekly KB update — 52 files refreshed (2026-04) 2026-04-10 11:31:11 +02:00
model-drift-performance-degradation.md docs(architect): weekly KB update — 52 files refreshed (2026-04) 2026-04-10 11:31:11 +02:00
model-evaluation-frameworks.md fix(ms-ai-architect): Foundry URL-navnerom-migrering (ai-foundry → foundry/foundry-classic, 141 filer) 2026-06-18 13:37:06 +02:00
model-versioning-registry-management.md fix(ms-ai-architect): Foundry URL-navnerom-migrering (ai-foundry → foundry/foundry-classic, 141 filer) 2026-06-18 13:37:06 +02:00
monitoring-observability-ml-systems.md docs(architect): weekly KB update — 52 files refreshed (2026-04) 2026-04-10 11:31:11 +02:00
prompt-flow-production-deployment.md fix(ms-ai-architect): #8a currency S-bannere — Prompt Flow retirement, CUA GA, agentic retrieval GA-split, EØS + EDPB 28/2024 2026-06-18 18:53:02 +02:00
responsible-ai-mlops-integration.md chore(ms-ai-architect): refresh KB high-bucket — 49 files [skip-docs] 2026-06-19 11:09:54 +02:00