ms-ai-architect/skills/ms-ai-engineering/references/mlops-genaiops
Kjell Tore Guttormsen de0d94cbc1 feat(ms-ai-architect): R22 decision-b Enhet 3 — Status-backfill 25 none + ai-act dual-header-dedup 4 (Missing Status/Last-updated 29+4→0) [skip-docs]
To operasjoner, én økt (⊥ R7), begge ren metadata-normalisering (verdi aldri fabrikkert).

Premiss-korreksjon (ground truth 2026-07-07): roadmap sa «27 none + 4 ai-act».
Målt: 29 mangler bold **Status:** = 25 rene none + 4 ai-act (plain Status: GA).
De «27» inkluderte 2 for mye — 2 filer (custom-dashboards-ai-operations,
zero-trust-ai-services) har bold **Status:** KUN forbi byte 500 (present for
full-fil-audit, usynlig for 500B header-parser) → egen header-slanking-residual
(§8-register), utenfor Enhet 3.

Op A — Status-backfill 25 rene none: utvidet backfill-status.mjs MANIFEST 14→39
(samme statusForFile + insertMetaField + hard per-fil-invariant, idempotent skip
på de 14 R21-gjorte). Alle 25 → **Status:** Established Practice (ingen matcher
template|matrix|benchmarks|register). Diff +25/-0.

Op B — ai-act dual-header-dedup (4 filer): ny driver dedup-plain-header.mjs + 2
rene primitiver i transform.mjs — boldifyPlainField (plain→bold, verdi bevart
byte-eksakt, header-scoped, idempotent) + dropRedundantPlainField (sletter plain
KUN når bold m/ identisk verdi beviser redundans; kaster ved avvik/manglende bold).
Per fil: plain Last updated: + Status: GA → bold (2026-06-18/2026-02, GA bevart),
redundant plain Category: fjernet. Hard per-fil-invariant (net -1 linje, begge
felt bold m/ bevart verdi, ingen plain-header igjen, body byte-identisk). Diff -12/+8.

Verifisering: test-backfill-status 8/8 + test-dedup-plain-header 13/13; audit
Missing Status 29→0, Missing English Last updated 4→0; skills-diff 29 filer
+33/-12 (kun **Status:** + 8 bold-swaps), diff-kontekst inspisert per fil; begge
drivere idempotent (re-run 0 writes); suite 806/806 exit 0; none=8 uendret (Enhet 4).
2026-07-07 07:45:27 +02:00
..
ab-testing-llm-applications.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
automated-retraining-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
azure-ml-pipelines-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
ci-cd-for-ml-models.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
cost-optimization-mlops-pipelines.md feat(ms-ai-architect): R22 decision-b Enhet 3 — Status-backfill 25 none + ai-act dual-header-dedup 4 (Missing Status/Last-updated 29+4→0) [skip-docs] 2026-07-07 07:45:27 +02:00
data-drift-monitoring-detection.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
feedback-loops-continuous-improvement.md feat(ms-ai-architect): R22 decision-b Enhet 3 — Status-backfill 25 none + ai-act dual-header-dedup 4 (Missing Status/Last-updated 29+4→0) [skip-docs] 2026-07-07 07:45:27 +02:00
genaiops-llm-specific-practices.md feat(ms-ai-architect): R22 decision-b Enhet 3 — Status-backfill 25 none + ai-act dual-header-dedup 4 (Missing Status/Last-updated 29+4→0) [skip-docs] 2026-07-07 07:45:27 +02:00
governance-audit-ml-operations.md feat(ms-ai-architect): R22 decision-b Enhet 3 — Status-backfill 25 none + ai-act dual-header-dedup 4 (Missing Status/Last-updated 29+4→0) [skip-docs] 2026-07-07 07:45:27 +02:00
inferencing-optimization-caching.md feat(ms-ai-architect): R22 decision-b Enhet 3 — Status-backfill 25 none + ai-act dual-header-dedup 4 (Missing Status/Last-updated 29+4→0) [skip-docs] 2026-07-07 07:45:27 +02:00
infrastructure-as-code-mlops.md feat(ms-ai-architect): R22 decision-b Enhet 3 — Status-backfill 25 none + ai-act dual-header-dedup 4 (Missing Status/Last-updated 29+4→0) [skip-docs] 2026-07-07 07:45:27 +02:00
llm-evaluation-production.md feat(ms-ai-architect): R22 decision-b Enhet 3 — Status-backfill 25 none + ai-act dual-header-dedup 4 (Missing Status/Last-updated 29+4→0) [skip-docs] 2026-07-07 07:45:27 +02:00
mlops-fundamentals-overview.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
mlops-security-access-control.md feat(ms-ai-architect): R22 decision-b Enhet 3 — Status-backfill 25 none + ai-act dual-header-dedup 4 (Missing Status/Last-updated 29+4→0) [skip-docs] 2026-07-07 07:45:27 +02:00
mlops-teams-collaboration-tools.md feat(ms-ai-architect): R22 decision-b Enhet 3 — Status-backfill 25 none + ai-act dual-header-dedup 4 (Missing Status/Last-updated 29+4→0) [skip-docs] 2026-07-07 07:45:27 +02:00
model-deployment-strategies-azure.md feat(ms-ai-architect): R22 decision-b Enhet 3 — Status-backfill 25 none + ai-act dual-header-dedup 4 (Missing Status/Last-updated 29+4→0) [skip-docs] 2026-07-07 07:45:27 +02:00
model-drift-performance-degradation.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
model-evaluation-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
model-versioning-registry-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
monitoring-observability-ml-systems.md feat(ms-ai-architect): R22 decision-b Enhet 3 — Status-backfill 25 none + ai-act dual-header-dedup 4 (Missing Status/Last-updated 29+4→0) [skip-docs] 2026-07-07 07:45:27 +02:00
prompt-flow-production-deployment.md feat(ms-ai-architect): R22 decision-b Enhet 3 — Status-backfill 25 none + ai-act dual-header-dedup 4 (Missing Status/Last-updated 29+4→0) [skip-docs] 2026-07-07 07:45:27 +02:00
responsible-ai-mlops-integration.md feat(ms-ai-architect): R22 decision-b Enhet 3 — Status-backfill 25 none + ai-act dual-header-dedup 4 (Missing Status/Last-updated 29+4→0) [skip-docs] 2026-07-07 07:45:27 +02:00