{ "_meta": { "created": "2026-06-26", "method": "Per-file volatile-claim verification against live MS Learn by Opus 4.8 subagents (strict v2 evidence rule: correct/outdated/wrong require a fetched learn.microsoft.com quote; otherwise unsourced). lastmod_changed joined deterministically in code from url-registry sitemap_lastmod vs the file last-updated date.", "sample_frame": "fase0-sample-frame.json", "raw_returns": "fase0-returns/batch-*.json", "note_evidence_quote": "Per-claim evidence_quote omitted here to bound size; full verbatim quotes live in the session transcript. notes + evidence_url capture each verdict basis.", "claim_count": 373, "reconciliation_log": [ "2026-06-30 Spor 2b: 12 judge-vs-gold-uenigheter adjudert mot live; 4 gull-feil rettet + 1 note-fiks. Logg: docs/ref-kb-gold-reconciliation-2026-06.md.", "2026-06-30 G5 friskhets-mikropass: 5 omstridte claims (gold=outdated, v3=grounded) re-adjudert mot live MS Learn. 2 stale gull rettet outdated->correct (genaiops-llm-specific-practices.md#2 '1600+' live 1900 tett nedre grense; model-selection-price-performance.md#8 Model Router GA nov 2025). 3 opprettholdt som outdated (judge-feil bekreftet: multi-model-strategy-costs.md#2, token-usage-tracking-attribution.md#3, ai-foundry-disaster-recovery-planning.md#9). Logg: docs/ref-kb-correctness-program-2026-06.md §8 G5.", "2026-06-30 G5b friskhets-spot-sjekk: de 4 v3-FP-claims (gold=correct, v3=not_grounded) re-adjudert mot live MS Learn (4 Opus-subagenter, blinde). ALLE 4 var stale gull (v3 flagget korrekt): adr-template.md#1 correct->wrong (zero permission management motsies, Graph connectors krever ACL); multi-region-azure-openai-deployment.md#2 correct->outdated (gpt-35-turbo retired); network-resilience-patterns-ai.md#4 correct->wrong (obligatorisk vs anbefalt); vector-storage-cost-optimization.md#7 correct->wrong (GA-dato 2024-07-01, ikke 2024-11-01-preview). v3 hadde 0 ekte FP. Logg: docs/ref-kb-correctness-program-2026-06.md §8 G5b." ] }, "claims": [ { "id": "ms-ai-advisor/platforms/model-catalog-2026.md#1", "file": "skills/ms-ai-advisor/references/platforms/model-catalog-2026.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "gpt-5 | 2025-08-07 | 400K (input 272K, output 128K) | 128K", "claim_type": "version", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure", "lastmod_changed": false, "file_last_updated": "2026-06-18", "notes": "GA-dato, kontekstvindu og max output matcher modell-siden eksakt." }, { "id": "ms-ai-advisor/platforms/model-catalog-2026.md#2", "file": "skills/ms-ai-advisor/references/platforms/model-catalog-2026.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "gpt-5.5 | 2026-04-24 | 1 050 000 (input 922K) | 128K | Treningsdata des. 2025", "claim_type": "version", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure", "lastmod_changed": false, "file_last_updated": "2026-06-18", "notes": "GA-dato, ~1,05M kontekst, 922K input og treningsdata des. 2025 matcher kilden eksakt." }, { "id": "ms-ai-advisor/platforms/model-catalog-2026.md#3", "file": "skills/ms-ai-advisor/references/platforms/model-catalog-2026.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "gpt-5 PTU 4750 input TPM/PTU; gpt-5-mini 23750", "claim_type": "tpm", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/provisioned-throughput-sizing", "lastmod_changed": false, "file_last_updated": "2026-06-18", "notes": "gpt-5=4750 og gpt-5-mini=23750 Input TPM per PTU matcher sizing-tabellen." }, { "id": "ms-ai-advisor/platforms/model-catalog-2026.md#4", "file": "skills/ms-ai-advisor/references/platforms/model-catalog-2026.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "DeepSeek-R1/V3 input/output-ratio 1 (standard, som input)", "claim_type": "tpm", "verdict": "wrong", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/provisioned-throughput-sizing", "lastmod_changed": false, "file_last_updated": "2026-06-18", "notes": "Fil: DeepSeek output-to-input-ratio = 1. Kilde: 4. Motsagt av kilden." }, { "id": "ms-ai-advisor/platforms/model-catalog-2026.md#5", "file": "skills/ms-ai-advisor/references/platforms/model-catalog-2026.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "Eneste generative modeller Norge-resident i Norway East er gpt-4o og gpt-4o-mini", "claim_type": "region", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure-region-availability", "lastmod_changed": false, "file_last_updated": "2026-06-18", "notes": "Norway East Standard/Regional bekrefter filens kjernekonklusjon." }, { "id": "ms-ai-advisor/platforms/model-catalog-2026.md#6", "file": "skills/ms-ai-advisor/references/platforms/model-catalog-2026.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "gpt-5.5 er eneste modell med Data Zone Standard (EU-residens) i Norway East", "claim_type": "region", "verdict": "outdated", "evidence_url": "https://learn.microsoft.com/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure-region-availability", "lastmod_changed": false, "file_last_updated": "2026-06-18", "notes": "gpt-5.4 (2026-03-05) har OGSÅ Data Zone Standard i norwayeast. Tidsdrift." }, { "id": "ms-ai-advisor/platforms/model-catalog-2026.md#7", "file": "skills/ms-ai-advisor/references/platforms/model-catalog-2026.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "gpt-5/gpt-5-codex/gpt-5-pro krever registrering aka.ms/oai/gpt5access", "claim_type": "status", "verdict": "outdated", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/reasoning", "lastmod_changed": false, "file_last_updated": "2026-06-18", "notes": "Kilde: tilgang ikke lenger begrenset. Tidsdrift." }, { "id": "ms-ai-advisor/platforms/model-catalog-2026.md#8", "file": "skills/ms-ai-advisor/references/platforms/model-catalog-2026.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "o3-deep-research i Norway East kun via Global Standard (Norway East + West US eneste to regioner)", "claim_type": "region", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure-region-availability", "lastmod_changed": false, "file_last_updated": "2026-06-18", "notes": "Bekrefter de eneste to regionene + Global status." }, { "id": "ms-ai-advisor/platforms/model-catalog-2026.md#9", "file": "skills/ms-ai-advisor/references/platforms/model-catalog-2026.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "Min deployment 15 PTU (global/data zone) / 25-50 (regional); increment 5 (global/data zone) / 25-50 (regional)", "claim_type": "tpm", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/provisioned-throughput-sizing", "lastmod_changed": false, "file_last_updated": "2026-06-18", "notes": "Matcher filen." }, { "id": "ms-ai-advisor/architecture/cost-models.md#1", "file": "skills/ms-ai-advisor/references/architecture/cost-models.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "25000 meldinger/måned inkludert i basis-lisens (Copilot Studio tenant)", "claim_type": "price", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/power-platform/admin/powerapps-flow-licensing-faq", "lastmod_changed": false, "file_last_updated": "2026-06-01", "notes": "25000 meldinger per tenant/måned bekreftet." }, { "id": "ms-ai-advisor/architecture/cost-models.md#2", "file": "skills/ms-ai-advisor/references/architecture/cost-models.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "Copilot Credits-satser: classic 1, generative 2, agent action 5, tenant graph grounding 10, agent flow 13/100, AI tools 1/15/100, content processing 8/side", "claim_type": "price", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/microsoft-copilot-studio/requirements-messages-management", "lastmod_changed": false, "file_last_updated": "2026-06-01", "notes": "Alle satser matcher eksakt. Filens siterte URL billing-rates-and-management gir 404; kanonisk side er requirements-messages-management." }, { "id": "ms-ai-advisor/architecture/cost-models.md#3", "file": "skills/ms-ai-advisor/references/architecture/cost-models.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "Agent flow enforcement blokkerer nye kjøringer i stedet for å deaktivere agenten", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/microsoft-copilot-studio/requirements-messages-management", "lastmod_changed": false, "file_last_updated": "2026-06-01", "notes": "Bekreftet ordrett." }, { "id": "ms-ai-advisor/architecture/cost-models.md#4", "file": "skills/ms-ai-advisor/references/architecture/cost-models.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "AI Builder capacity add-ons 1000000 credits per pack", "claim_type": "price", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/ai-builder/credit-management", "lastmod_changed": false, "file_last_updated": "2026-06-01", "notes": "AI Builder add-on = 1000000 credits per pakke." }, { "id": "ms-ai-advisor/architecture/cost-models.md#5", "file": "skills/ms-ai-advisor/references/architecture/cost-models.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "Per-user licenses seeded 500-5000 credits/måned (fases ut nov 2026)", "claim_type": "price", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/ai-builder/credit-management", "lastmod_changed": false, "file_last_updated": "2026-06-01", "notes": "Seeded 500-5000; fjernes 1. november 2026." }, { "id": "ms-ai-advisor/architecture/cost-models.md#6", "file": "skills/ms-ai-advisor/references/architecture/cost-models.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "Ubrukte credits rulles ikke over til neste måned", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/ai-builder/credit-management", "lastmod_changed": false, "file_last_updated": "2026-06-01", "notes": "Bekreftet." }, { "id": "ms-ai-advisor/architecture/cost-models.md#7", "file": "skills/ms-ai-advisor/references/architecture/cost-models.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "Token-priser: GPT-4o $2.50/$10.00; GPT-5 $1.25/$10.00; GPT-4.1 $2.00/$8.00 per 1M", "claim_type": "price", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": false, "file_last_updated": "2026-06-01", "notes": "Rå token-priser på JS-rendret pris-side, ikke hentbar. Filen peker selv til kanonisk register." }, { "id": "ms-ai-advisor/architecture/cost-models.md#8", "file": "skills/ms-ai-advisor/references/architecture/cost-models.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "Copilot-lisens ~$30/user/måned; 300-bruker minimum fjernet", "claim_type": "price", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": false, "file_last_updated": "2026-06-01", "notes": "Ikke dekket av filens siterte URL-er." }, { "id": "ms-ai-advisor/prompt-engineering/reasoning-models-o1-o3-optimization.md#1", "file": "skills/ms-ai-advisor/references/prompt-engineering/reasoning-models-o1-o3-optimization.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "O3/O4/O1-serien 200K input / 100K output", "claim_type": "version", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/reasoning", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Alle o-serie 200K/100K." }, { "id": "ms-ai-advisor/prompt-engineering/reasoning-models-o1-o3-optimization.md#2", "file": "skills/ms-ai-advisor/references/prompt-engineering/reasoning-models-o1-o3-optimization.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "Reasoning models støtter ikke temperature/top_p/penalties/logprobs/logit_bias/max_tokens", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/reasoning", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Eksakt match med Not Supported-listen." }, { "id": "ms-ai-advisor/prompt-engineering/reasoning-models-o1-o3-optimization.md#3", "file": "skills/ms-ai-advisor/references/prompt-engineering/reasoning-models-o1-o3-optimization.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "xhigh kun gpt-5.1-codex-max", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/reasoning", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Bekreftet." }, { "id": "ms-ai-advisor/prompt-engineering/reasoning-models-o1-o3-optimization.md#4", "file": "skills/ms-ai-advisor/references/prompt-engineering/reasoning-models-o1-o3-optimization.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "Nye GPT-5 features: verbosity, preamble, allowed_tools, lark_tool", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/reasoning", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Alle fire bekreftet." }, { "id": "ms-ai-advisor/prompt-engineering/reasoning-models-o1-o3-optimization.md#5", "file": "skills/ms-ai-advisor/references/prompt-engineering/reasoning-models-o1-o3-optimization.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "concise ikke støttet av GPT-5", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/reasoning", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Bekreftet." }, { "id": "ms-ai-advisor/prompt-engineering/reasoning-models-o1-o3-optimization.md#6", "file": "skills/ms-ai-advisor/references/prompt-engineering/reasoning-models-o1-o3-optimization.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "O3-mini og O1 returnerer ikke markdown som standard; Formatting re-enabled", "claim_type": "status", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/reasoning", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Bekreftet ordrett." }, { "id": "ms-ai-advisor/prompt-engineering/reasoning-models-o1-o3-optimization.md#7", "file": "skills/ms-ai-advisor/references/prompt-engineering/reasoning-models-o1-o3-optimization.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "Limited access for o3-pro/gpt-5-pro/gpt-5-codex via aka.ms-lenker", "claim_type": "status", "verdict": "outdated", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/reasoning", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Kilde: tilgang ikke lenger begrenset. Tidsdrift." }, { "id": "ms-ai-advisor/prompt-engineering/reasoning-models-o1-o3-optimization.md#8", "file": "skills/ms-ai-advisor/references/prompt-engineering/reasoning-models-o1-o3-optimization.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "Eksempel-priser per 1M: gpt-5 $1.25/$10; gpt-5-mini $0.25/$2; o3-mini $1.10/$4.40; o1 $15/$60", "claim_type": "price", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Absolutte token-priser på JS-rendret pris-side. Filen merker dem selv omtrentlige." }, { "id": "ms-ai-advisor/architecture/adr-template.md#1", "file": "skills/ms-ai-advisor/references/architecture/adr-template.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "SharePoint Embedded/Graph Connectors: zero permission management, permissions respekteres automatisk", "claim_type": "status", "verdict": "wrong", "evidence_url": "https://learn.microsoft.com/microsoft-365/copilot/extensibility/data-privacy-security", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "RECONCILED 2026-06-30 (G5b friskhets-spot-sjekk): correct->wrong. Live (m365/copilot/extensibility/data-privacy-security + graph/connecting-external-content-manage-items): \"You can manage permissions to view external items by associating an access control list (ACL)\"; hver externalItem MA ha ACL (ikke-Entra-brukere ma mappes til Entra). Del B (permissions respekteres automatisk ved grounding) stemmer, men del A \"zero permission management\" motsies - Graph connectors krever ACL-forfatting. Fil-fiks (Spor 0/1): fjern \"zero permission management\", behold permission-honoring. Judge not_grounded var korrekt. Confidence: medium (innsats-overdrivelse pa last-baerende del A)." }, { "id": "ms-ai-advisor/architecture/adr-template.md#2", "file": "skills/ms-ai-advisor/references/architecture/adr-template.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "Standard ingen latency-garanti; PTU latency SLA + dedikert kapasitet", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/concepts/provisioned-throughput", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Bekrefter ADR-premisset." }, { "id": "ms-ai-advisor/architecture/adr-template.md#3", "file": "skills/ms-ai-advisor/references/architecture/adr-template.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "PTU ~1600 NOK/PTU/måned (1 PTU ~100k tokens/time)", "claim_type": "tpm", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "NOK-pris ikke på hentbar Learn-side; tommelfingerregel." }, { "id": "ms-ai-advisor/architecture/adr-template.md#4", "file": "skills/ms-ai-advisor/references/architecture/adr-template.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "Azure OpenAI Standard ~0.00004 NOK/token (GPT-4 Turbo)", "claim_type": "price", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "NOK-token-pris ikke hentbar; illustrativ." }, { "id": "ms-ai-advisor/platforms/azure-ai-foundry.md#1", "file": "skills/ms-ai-advisor/references/platforms/azure-ai-foundry.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "Plattformen heter nå Microsoft Foundry (rebrandet desember 2025)", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/what-is-foundry", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Rebrand bekreftet i evolusjonstabellen; konkret 'desember 2025' ikke oppgitt på siden." }, { "id": "ms-ai-advisor/platforms/azure-ai-foundry.md#2", "file": "skills/ms-ai-advisor/references/platforms/azure-ai-foundry.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "1900+ Foundry Models sold by Azure; 11000+ totalt; 40+ regioner", "claim_type": "taxonomy", "verdict": "wrong", "evidence_url": "https://learn.microsoft.com/azure/foundry/what-is-foundry", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "RECONCILED 2026-06-30 (Spor 2b): correct->wrong. Live (what-is-foundry): \"1,900+\" rammer HELE katalogen (Microsoft+OpenAI+partnere+community), ikke \"sold by Azure\" (en delmengde). \"11000+ totalt\" og \"40+ regioner\" finnes ikke pa kilden (kilden sier kun \"most regions where Foundry Tools are available\"). Fil-fiks (Spor 0/1): omramme til \"1900+ modeller totalt i katalogen\", fjern 11000+/40+. Judge not_grounded var korrekt." }, { "id": "ms-ai-advisor/platforms/azure-ai-foundry.md#3", "file": "skills/ms-ai-advisor/references/platforms/azure-ai-foundry.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "GPT-5-tabell GA-datoer + kontekstvinduer (gpt-5 2025-08-07 400K osv. t.o.m. gpt-5.5 2026-04-24)", "claim_type": "version", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/reasoning", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "GA-datoer og kontekstvinduer for hele GPT-5-generasjonen bekreftet." }, { "id": "ms-ai-advisor/platforms/azure-ai-foundry.md#4", "file": "skills/ms-ai-advisor/references/platforms/azure-ai-foundry.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "gpt-4.1 (2025-04-14) 1 million tokens kontekst", "claim_type": "version", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Kilden 1,047,576 (~1M)." }, { "id": "ms-ai-advisor/platforms/azure-ai-foundry.md#5", "file": "skills/ms-ai-advisor/references/platforms/azure-ai-foundry.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "DeepSeek-R1 Reasoning 163840 tokens", "claim_type": "version", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Samsvarer." }, { "id": "ms-ai-advisor/platforms/azure-ai-foundry.md#6", "file": "skills/ms-ai-advisor/references/platforms/azure-ai-foundry.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "DeepSeek-R1-0528 Reasoning 131072 tokens", "claim_type": "version", "verdict": "outdated", "evidence_url": "https://learn.microsoft.com/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Fil 131072 vs kilde 163840. Trolig forvekslet med V3-familien." }, { "id": "ms-ai-advisor/platforms/azure-ai-foundry.md#7", "file": "skills/ms-ai-advisor/references/platforms/azure-ai-foundry.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "computer-use-preview (2025-03-11) via Responses API; 8192 kontekst, 1024 output; aka.ms/oai/cuaaccess", "claim_type": "version", "verdict": "outdated", "evidence_url": "https://learn.microsoft.com/azure/foundry-classic/openai/how-to/computer-use", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Computer Use bruker nå gpt-5.4-modell med computer-tool; URL og 8192/1024 avløst." }, { "id": "ms-ai-advisor/platforms/azure-ai-foundry.md#8", "file": "skills/ms-ai-advisor/references/platforms/azure-ai-foundry.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "SDK i Python, C#, JavaScript, Java", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/what-is-foundry", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Java-SDK bekreftet." }, { "id": "ms-ai-advisor/prompt-engineering/token-optimization-and-efficiency.md#1", "file": "skills/ms-ai-advisor/references/prompt-engineering/token-optimization-and-efficiency.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "Standard deployment-prising (Feb 2026): GPT-4.1-nano/mini/GPT-4.1/GPT-4o/GPT-4o-mini/o3-mini absolutte $-tall", "claim_type": "price", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Azure pris-side JS-rendret, ikke hentbar." }, { "id": "ms-ai-advisor/prompt-engineering/token-optimization-and-efficiency.md#2", "file": "skills/ms-ai-advisor/references/prompt-engineering/token-optimization-and-efficiency.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "Eksempel GPT-4o-mini ~$0.15/$0.60/$0.075 cached", "claim_type": "price", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Samme - pris-side ikke hentbar." }, { "id": "ms-ai-advisor/prompt-engineering/token-optimization-and-efficiency.md#3", "file": "skills/ms-ai-advisor/references/prompt-engineering/token-optimization-and-efficiency.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "Prompt caching min 1024 tokens; cache-treff per 128 tokens etter første 1024", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/prompt-caching", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Eksakt samsvar." }, { "id": "ms-ai-advisor/prompt-engineering/token-optimization-and-efficiency.md#4", "file": "skills/ms-ai-advisor/references/prompt-engineering/token-optimization-and-efficiency.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "Extended retention 24t for GPT-5-serien + gpt-4.1; in-memory default t.o.m. gpt-5.4", "claim_type": "status", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/prompt-caching", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Modelliste og default-oppførsel samsvarer." }, { "id": "ms-ai-advisor/prompt-engineering/token-optimization-and-efficiency.md#5", "file": "skills/ms-ai-advisor/references/prompt-engineering/token-optimization-and-efficiency.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "In-memory cache ryddes 5-10 min inaktivitet, alltid innen 1 time", "claim_type": "status", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/prompt-caching", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Eksakt samsvar." }, { "id": "ms-ai-advisor/prompt-engineering/token-optimization-and-efficiency.md#6", "file": "skills/ms-ai-advisor/references/prompt-engineering/token-optimization-and-efficiency.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "Cached tokens 50-100% rabatt; PTU opptil 100%", "claim_type": "price", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/prompt-caching", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Opptil 100% Provisioned bekreftet; presise 50% for standard ikke oppgitt i kilden." }, { "id": "ms-ai-advisor/prompt-engineering/token-optimization-and-efficiency.md#7", "file": "skills/ms-ai-advisor/references/prompt-engineering/token-optimization-and-efficiency.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "prompt_cache_key for >15 req/min", "claim_type": "tpm", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/prompt-caching", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "~15 req/min overflow-terskel bekreftet." }, { "id": "ms-ai-advisor/prompt-engineering/token-optimization-and-efficiency.md#8", "file": "skills/ms-ai-advisor/references/prompt-engineering/token-optimization-and-efficiency.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "Batch API 50% rabatt, 24t turnaround, separat enqueued quota, betal kun completed", "claim_type": "price", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/batch", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Alle delpåstander bekreftet." }, { "id": "ms-ai-advisor/prompt-engineering/token-optimization-and-efficiency.md#9", "file": "skills/ms-ai-advisor/references/prompt-engineering/token-optimization-and-efficiency.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "Fine-tuning hosting $1.70/time", "claim_type": "price", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Absolutt time-pris kun på ikke-hentbar pris-side." }, { "id": "ms-ai-advisor/prompt-engineering/chain-of-thought-prompting.md#1", "file": "skills/ms-ai-advisor/references/prompt-engineering/chain-of-thought-prompting.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "reasoning_effort superset none/minimal/low/medium/high/xhigh med per-modell-nyanser", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/reasoning", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Per-modell-nyansene samsvarer." }, { "id": "ms-ai-advisor/prompt-engineering/chain-of-thought-prompting.md#2", "file": "skills/ms-ai-advisor/references/prompt-engineering/chain-of-thought-prompting.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "reasoning_effort low/medium/high gjelder alle reasoning models unntatt o1-mini", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/reasoning", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Ordrett samsvar." }, { "id": "ms-ai-advisor/prompt-engineering/chain-of-thought-prompting.md#3", "file": "skills/ms-ai-advisor/references/prompt-engineering/chain-of-thought-prompting.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "reasoning_summary for GPT-5-serien støtter auto/concise/detailed", "claim_type": "taxonomy", "verdict": "wrong", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/reasoning", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Kilden: GPT-5-serien støtter IKKE concise. Påstanden feil." }, { "id": "ms-ai-advisor/prompt-engineering/multimodal-prompt-design.md#1", "file": "skills/ms-ai-advisor/references/prompt-engineering/multimodal-prompt-design.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "Opptil 10 bilder per chat request", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/gpt-with-vision", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Bekreftet." }, { "id": "ms-ai-advisor/prompt-engineering/multimodal-prompt-design.md#2", "file": "skills/ms-ai-advisor/references/prompt-engineering/multimodal-prompt-design.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "Detail low=512x512 lavoppløselig; high=segmentert 512x512", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/gpt-with-vision", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Mekanismen bekreftet." }, { "id": "ms-ai-advisor/prompt-engineering/multimodal-prompt-design.md#3", "file": "skills/ms-ai-advisor/references/prompt-engineering/multimodal-prompt-design.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "GPT-4o/GPT-4 Turbo low detail = 85 tokens", "claim_type": "tpm", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/gpt-with-vision", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "85 image-tokens bekreftet." }, { "id": "ms-ai-advisor/prompt-engineering/multimodal-prompt-design.md#4", "file": "skills/ms-ai-advisor/references/prompt-engineering/multimodal-prompt-design.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "High detail token-tall: 1024x1024=4160; 1024x1536=6240; 1536x1024=6208; GPT-4o mini low=2833", "claim_type": "tpm", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Presise high-detail-tall ligger på ikke-hentet overview#image-tokens-side." }, { "id": "ms-ai-advisor/prompt-engineering/multimodal-prompt-design.md#5", "file": "skills/ms-ai-advisor/references/prompt-engineering/multimodal-prompt-design.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "Supported multimodal: GPT-5/GPT-4.1/GPT-4.5/GPT-4o-serier, o-serie", "claim_type": "version", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/gpt-with-vision", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Ordrett samsvar." }, { "id": "ms-ai-advisor/prompt-engineering/multimodal-prompt-design.md#6", "file": "skills/ms-ai-advisor/references/prompt-engineering/multimodal-prompt-design.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "Azure AI Search content extraction: Document Extraction/Content Understanding anbefalt; Document Layout kun eksisterende pipelines", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/search/multimodal-search-overview", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Eksakt samsvar." }, { "id": "ms-ai-advisor/prompt-engineering/multimodal-prompt-design.md#7", "file": "skills/ms-ai-advisor/references/prompt-engineering/multimodal-prompt-design.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "Image-to-vector queries kun med Azure Vision multimodal embeddings vectorizer", "claim_type": "taxonomy", "verdict": "wrong", "evidence_url": "https://learn.microsoft.com/azure/search/multimodal-search-overview", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "RECONCILED 2026-06-30 (Spor 2b): correct->wrong. Live (multimodal-search-overview): image-to-vector ved query krever en multimodal-embedding-vectorizer, men det finnes TO veier - AML-skill ELLER Azure Vision multimodal embeddings skill. \"kun Azure Vision\" er for restriktivt (utelukker AML-veien). Fil-fiks: myk opp \"kun\" -> \"f.eks./primaert\". Judge not_grounded var korrekt pa eksklusiviteten." }, { "id": "ms-ai-advisor/prompt-engineering/multimodal-prompt-design.md#8", "file": "skills/ms-ai-advisor/references/prompt-engineering/multimodal-prompt-design.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "Content Understanding skill: cross-page tabeller, semantisk chunking, AI-bildebeskrivelser, posisjonsmetadata PDF/DOCX/XLSX/PPTX", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/search/multimodal-search-overview", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Alle kapabiliteter bekreftet." }, { "id": "ms-ai-advisor/architecture/regional-availability-verification.md#1", "file": "skills/ms-ai-advisor/references/architecture/regional-availability-verification.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "Azure AI Search Semantic ranker ikke i Norway East", "claim_type": "region", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/search/search-region-support", "lastmod_changed": null, "file_last_updated": null, "notes": "Norway East-raden blank i Semantic ranker-kolonnen." }, { "id": "ms-ai-advisor/architecture/regional-availability-verification.md#2", "file": "skills/ms-ai-advisor/references/architecture/regional-availability-verification.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "Azure AI Search Agentic Retrieval ikke i Norway East", "claim_type": "region", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/search/search-region-support", "lastmod_changed": null, "file_last_updated": null, "notes": "Agentic retrieval-kolonnen blank for Norway East." }, { "id": "ms-ai-advisor/architecture/regional-availability-verification.md#3", "file": "skills/ms-ai-advisor/references/architecture/regional-availability-verification.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "Azure AI Search Query Rewrite ikke i Norway East", "claim_type": "region", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/search/search-region-support", "lastmod_changed": null, "file_last_updated": null, "notes": "Query rewrite-kolonnen blank for Norway East." }, { "id": "ms-ai-advisor/architecture/regional-availability-verification.md#4", "file": "skills/ms-ai-advisor/references/architecture/regional-availability-verification.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "Confidential computing i Norway East, ikke Sweden Central", "claim_type": "region", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/search/search-region-support", "lastmod_changed": null, "file_last_updated": null, "notes": "Begge stemmer." }, { "id": "ms-ai-advisor/architecture/regional-availability-verification.md#5", "file": "skills/ms-ai-advisor/references/architecture/regional-availability-verification.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "Semantic ranker/Agentic retrieval/Query rewrite tilgjengelig i Sweden Central", "claim_type": "region", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/search/search-region-support", "lastmod_changed": null, "file_last_updated": null, "notes": "Sweden Central korrekt anbefalt alternativ." }, { "id": "ms-ai-advisor/architecture/regional-availability-verification.md#6", "file": "skills/ms-ai-advisor/references/architecture/regional-availability-verification.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "Availability Zones 3 AZ i Norway East, Sweden Central, West Europe", "claim_type": "region", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/search/search-region-support", "lastmod_changed": null, "file_last_updated": null, "notes": "AZ-støtte bekreftet (ikke eksplisitt antallet 3)." }, { "id": "ms-ai-advisor/architecture/regional-availability-verification.md#7", "file": "skills/ms-ai-advisor/references/architecture/regional-availability-verification.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "Microsoft Foundry tilgjengelig i Norway East", "claim_type": "region", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/reference/region-support", "lastmod_changed": null, "file_last_updated": null, "notes": "Norway East på listen." }, { "id": "ms-ai-advisor/architecture/regional-availability-verification.md#8", "file": "skills/ms-ai-advisor/references/architecture/regional-availability-verification.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "Azure OpenAI Standard-modeller (GPT-4o/o3/GPT-4.1) i Norway East; TTS kun Sweden Central", "claim_type": "region", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": null, "file_last_updated": null, "notes": "Per-region modellmatrise ikke i filens hentbare citedUrls (riktig kilde ikke sitert)." }, { "id": "ms-ai-advisor/prompt-engineering/real-time-reasoning-performance.md#1", "file": "skills/ms-ai-advisor/references/prompt-engineering/real-time-reasoning-performance.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "Realtime-modeller (juni 2026): gpt-4o-realtime-preview, gpt-realtime 2025-08-28, gpt-realtime-mini, gpt-realtime-1.5 2026-02-23 m.fl.", "claim_type": "version", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/realtime-audio", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Modell/versjonsliste matcher eksakt." }, { "id": "ms-ai-advisor/prompt-engineering/real-time-reasoning-performance.md#2", "file": "skills/ms-ai-advisor/references/prompt-engineering/real-time-reasoning-performance.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "gpt-realtime og gpt-realtime-1.5 er GA; preview-suffiks kun eldre gpt-4o-realtime-preview", "claim_type": "status", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/realtime-audio", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "GA-endepunkt for alle realtime-modeller." }, { "id": "ms-ai-advisor/prompt-engineering/real-time-reasoning-performance.md#3", "file": "skills/ms-ai-advisor/references/prompt-engineering/real-time-reasoning-performance.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "Realtime API GA-stier /openai/v1/realtime/, ikke date-baserte api-version", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/realtime-audio", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Bekreftet." }, { "id": "ms-ai-advisor/prompt-engineering/real-time-reasoning-performance.md#4", "file": "skills/ms-ai-advisor/references/prompt-engineering/real-time-reasoning-performance.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "VAD-modes: server_vad, semantic_vad, none", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/realtime-audio", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Alle tre bekreftet." }, { "id": "ms-ai-advisor/prompt-engineering/real-time-reasoning-performance.md#5", "file": "skills/ms-ai-advisor/references/prompt-engineering/real-time-reasoning-performance.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "Realtime API regions: East US 2, Sweden Central (global)", "claim_type": "region", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/realtime-audio", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "RECONCILED 2026-06-30 (Spor 2b): outdated->correct. Live (realtime-audio + WebRTC/SIP/WebSockets-soesken): Realtime-modellene er global deployment-type tilgjengelig i NOEYAKTIG East US 2 + Sweden Central. To-region-bildet er IKKE avloest - forrige gull-note misleste \"global deployments\" som \"tilgjengelig overalt\". Judge grounded var korrekt." }, { "id": "ms-ai-advisor/prompt-engineering/real-time-reasoning-performance.md#6", "file": "skills/ms-ai-advisor/references/prompt-engineering/real-time-reasoning-performance.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "Realtime API fortsatt public preview (jan 2026); ikke SLA", "claim_type": "status", "verdict": "outdated", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/realtime-audio", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Kilde: GA-endepunkt + GA-modeller. Kroppens preview-status foreldet (selvmotsigende med filens header)." }, { "id": "ms-ai-advisor/prompt-engineering/real-time-reasoning-performance.md#7", "file": "skills/ms-ai-advisor/references/prompt-engineering/real-time-reasoning-performance.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "PTU-throughput-estimat (GPT-4o mini): 28500 TPM/15 PTU; 5.05M/140 PTU; 650K/30 PTU", "claim_type": "tpm", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/latency", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Alle tre rader matcher latency-tabellen eksakt." }, { "id": "ms-ai-advisor/prompt-engineering/real-time-reasoning-performance.md#8", "file": "skills/ms-ai-advisor/references/prompt-engineering/real-time-reasoning-performance.md", "skill": "ms-ai-advisor", "stratum": "volatile", "claim": "Realtime-pris (gpt-4o-realtime-preview): text $2.50/$10; audio $100/$200 per 1M", "claim_type": "price", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Azure-prisside JS-rendret. Filen merker dem selv estimater." }, { "id": "ms-ai-advisor/architecture/public-sector-checklist.md#1", "file": "skills/ms-ai-advisor/references/architecture/public-sector-checklist.md", "skill": "ms-ai-advisor", "stratum": "control", "claim": "Microsoft har publisert DPIA-templates/veiledning for Azure og M365", "claim_type": "status", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/compliance/regulatory/gdpr-data-protection-impact-assessments", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "DPIA-veiledning for Azure/Office365 bekreftet; 'templates' vs 'guidance' nyanse." }, { "id": "ms-ai-advisor/architecture/public-sector-checklist.md#2", "file": "skills/ms-ai-advisor/references/architecture/public-sector-checklist.md", "skill": "ms-ai-advisor", "stratum": "control", "claim": "GDPR Art. 35 krever DPIA ved høy risiko (automatisert evaluering, særlige kategorier storskala, systematisk overvåking)", "claim_type": "status", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/compliance/regulatory/gdpr-data-protection-impact-assessments", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "DPIA-triggere matcher Art. 35-faktorer." }, { "id": "ms-ai-advisor/architecture/security.md#1", "file": "skills/ms-ai-advisor/references/architecture/security.md", "skill": "ms-ai-advisor", "stratum": "control", "claim": "Content Safety harm categories: Hate and Fairness, Violence, Sexual, Self-Harm", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/ai-services/content-safety/overview", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Fire skadekategorier bekreftet." }, { "id": "ms-ai-advisor/architecture/security.md#2", "file": "skills/ms-ai-advisor/references/architecture/security.md", "skill": "ms-ai-advisor", "stratum": "control", "claim": "Defender for Cloud AI SPM oppdager AI-workloads på Azure OpenAI, AI Foundry, ML, Amazon Bedrock, GCP Vertex AI", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/defender-for-cloud/ai-security-posture", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Dekningslisten matcher eksakt." }, { "id": "ms-ai-advisor/architecture/security.md#3", "file": "skills/ms-ai-advisor/references/architecture/security.md", "skill": "ms-ai-advisor", "stratum": "control", "claim": "Defender AI IaC-anbefalinger: Private Endpoints, Restrict Endpoints, Managed Identity, identity-based auth", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/defender-for-cloud/ai-security-posture", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Alle fire bekreftet ordrett." }, { "id": "ms-ai-advisor/architecture/security.md#4", "file": "skills/ms-ai-advisor/references/architecture/security.md", "skill": "ms-ai-advisor", "stratum": "control", "claim": "Responsible AI seks prinsipper: Fairness, Reliability & Safety, Privacy & Security, Inclusiveness, Transparency, Accountability", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/compliance/assurance/assurance-artificial-intelligence", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "De seks prinsippene matcher eksakt." }, { "id": "ms-ai-engineering/azure-ai-services/ai-services-cost-optimization.md#1", "file": "skills/ms-ai-engineering/references/azure-ai-services/ai-services-cost-optimization.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Commitment Tier støtter Speech/TTS/Translation/Language/Vision OCR/Document Intelligence", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/ai-services/commitment-tier", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Tjenestelisten matcher kilden ord-for-ord." }, { "id": "ms-ai-engineering/azure-ai-services/ai-services-cost-optimization.md#2", "file": "skills/ms-ai-engineering/references/azure-ai-services/ai-services-cost-optimization.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Commitment tier kan ikke brukes med multi-service-ressurs; krever dedikert single-service", "claim_type": "status", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/ai-services/commitment-tier", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Direkte bekreftet." }, { "id": "ms-ai-engineering/azure-ai-services/ai-services-cost-optimization.md#3", "file": "skills/ms-ai-engineering/references/azure-ai-services/ai-services-cost-optimization.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "PTU deployment-typer: Regional/Data Zone/Global Provisioned", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/concepts/provisioned-throughput-billing", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Tre typer bekreftet." }, { "id": "ms-ai-engineering/azure-ai-services/ai-services-cost-optimization.md#4", "file": "skills/ms-ai-engineering/references/azure-ai-services/ai-services-cost-optimization.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "PTU pro-rata 15 min = 1/4 timepris", "claim_type": "price", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/concepts/provisioned-throughput-billing", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Eksakt match." }, { "id": "ms-ai-engineering/azure-ai-services/ai-services-cost-optimization.md#5", "file": "skills/ms-ai-engineering/references/azure-ai-services/ai-services-cost-optimization.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Reservasjonsrabatt 1-års eller 3-års Azure Reservations", "claim_type": "taxonomy", "verdict": "wrong", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/concepts/provisioned-throughput-billing", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Kilde: 1-måned eller 1-år. Ingen 3-års term." }, { "id": "ms-ai-engineering/azure-ai-services/ai-services-cost-optimization.md#6", "file": "skills/ms-ai-engineering/references/azure-ai-services/ai-services-cost-optimization.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "AI gateway styrer Anthropic Messages API (v2-tiers) og Google Vertex AI, unified model API (preview), integreres i Foundry (preview)", "claim_type": "status", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/api-management/genai-gateway-capabilities", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Alle fire delpåstander bekreftet." }, { "id": "ms-ai-engineering/azure-ai-services/ai-services-cost-optimization.md#7", "file": "skills/ms-ai-engineering/references/azure-ai-services/ai-services-cost-optimization.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "GPT-4o ~0.005/0.015 USD/1K; PTU 0.02 USD/PTU/time", "claim_type": "price", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Pris-side JS-rendret. Merket Eksempel i filen." }, { "id": "ms-ai-engineering/azure-ai-services/ai-services-cost-optimization.md#8", "file": "skills/ms-ai-engineering/references/azure-ai-services/ai-services-cost-optimization.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Azure OpenAI har ingen hard limit-funksjonalitet", "claim_type": "status", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Ingen hentet side bekrefter eksplisitt fravær." }, { "id": "ms-ai-engineering/rag-architecture/rag-context-windows.md#1", "file": "skills/ms-ai-engineering/references/rag-architecture/rag-context-windows.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "GPT-4o 128k context window", "claim_type": "version", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "128k bekreftet." }, { "id": "ms-ai-engineering/rag-architecture/rag-context-windows.md#2", "file": "skills/ms-ai-engineering/references/rag-architecture/rag-context-windows.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "GPT-4.1 series opp til 200k+ context window", "claim_type": "version", "verdict": "outdated", "evidence_url": "https://learn.microsoft.com/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Kilde ~1M. '200k+' understater grovt." }, { "id": "ms-ai-engineering/rag-architecture/rag-context-windows.md#3", "file": "skills/ms-ai-engineering/references/rag-architecture/rag-context-windows.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "o3-mini 128k context window", "claim_type": "version", "verdict": "wrong", "evidence_url": "https://learn.microsoft.com/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Kilde: 200k input. o3-mini har 200k." }, { "id": "ms-ai-engineering/rag-architecture/rag-context-windows.md#4", "file": "skills/ms-ai-engineering/references/rag-architecture/rag-context-windows.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "o1 200k context window", "claim_type": "version", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "200k bekreftet." }, { "id": "ms-ai-engineering/rag-architecture/rag-context-windows.md#5", "file": "skills/ms-ai-engineering/references/rag-architecture/rag-context-windows.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "TPM-tabell med Default tier / Enterprise tier-kolonner", "claim_type": "taxonomy", "verdict": "outdated", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/quotas-limits", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Default/Enterprise erstattet av Quota Tiers (Tier 0-6)." }, { "id": "ms-ai-engineering/rag-architecture/rag-context-windows.md#6", "file": "skills/ms-ai-engineering/references/rag-architecture/rag-context-windows.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Batch quota gpt-4.1/gpt-4o 500M (Enterprise), 30M (Default)", "claim_type": "tpm", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/quotas-limits", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Matcher Data zone batch eksakt." }, { "id": "ms-ai-engineering/rag-architecture/rag-context-windows.md#7", "file": "skills/ms-ai-engineering/references/rag-architecture/rag-context-windows.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "File Search: max_prompt_tokens minimum 20000 (lengre 50000)", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry-classic/openai/concepts/assistants", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Eksakt match. Assistants API deprecated, retires 2026-08-26." }, { "id": "ms-ai-engineering/rag-architecture/rag-context-windows.md#8", "file": "skills/ms-ai-engineering/references/rag-architecture/rag-context-windows.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Batch API 50% rabatt", "claim_type": "price", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/batch", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "50% bekreftet." }, { "id": "ms-ai-engineering/rag-architecture/rag-context-windows.md#9", "file": "skills/ms-ai-engineering/references/rag-architecture/rag-context-windows.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Token-pristabell gpt-4-turbo/gpt-4.1/gpt-4o/gpt-4o-mini per 1k", "claim_type": "price", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Pris-side JS-rendret, ikke hentbar." }, { "id": "ms-ai-engineering/rag-architecture/rag-cost-optimization.md#1", "file": "skills/ms-ai-engineering/references/rag-architecture/rag-cost-optimization.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Serverless (Preview) kun West Central US/Switzerland North/Japan East, uten SLA, ingen migrering", "claim_type": "status", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/search/search-sku-tier", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Regioner, no-SLA og ingen-migrering bekreftet eksakt." }, { "id": "ms-ai-engineering/rag-architecture/rag-cost-optimization.md#2", "file": "skills/ms-ai-engineering/references/rag-architecture/rag-cost-optimization.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "SU og CU ikke utvekslbare", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/search/search-sku-tier", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Eksakt match." }, { "id": "ms-ai-engineering/rag-architecture/rag-cost-optimization.md#3", "file": "skills/ms-ai-engineering/references/rag-architecture/rag-cost-optimization.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Tier switching mellom Basic og Standard (S1/S2/S3) støttet", "claim_type": "status", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/search/search-sku-tier", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Bekreftet med forbehold." }, { "id": "ms-ai-engineering/rag-architecture/rag-cost-optimization.md#4", "file": "skills/ms-ai-engineering/references/rag-architecture/rag-cost-optimization.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Basic 15 GB per partisjon (etter april 2024; eldre 2 GB)", "claim_type": "sku", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/search/search-limits-quotas-capacity", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Bekreftet." }, { "id": "ms-ai-engineering/rag-architecture/rag-cost-optimization.md#5", "file": "skills/ms-ai-engineering/references/rag-architecture/rag-cost-optimization.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Per-partisjon storage S1 25/S2 100/S3 200/L1 1TB/L2 2TB", "claim_type": "sku", "verdict": "outdated", "evidence_url": "https://learn.microsoft.com/azure/search/search-limits-quotas-capacity", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Fil-verdier pre-april-2024. Nye: S1 160/S2 512/S3 1024/L1 2048/L2 4096. Internt inkonsistent (Basic oppdatert, øvrige ikke)." }, { "id": "ms-ai-engineering/rag-architecture/rag-cost-optimization.md#6", "file": "skills/ms-ai-engineering/references/rag-architecture/rag-cost-optimization.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Search Units L1 1-12, L2 1-12", "claim_type": "sku", "verdict": "wrong", "evidence_url": "https://learn.microsoft.com/azure/search/search-limits-quotas-capacity", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Kilde: maks 36 SU for L1/L2. Forveksler partisjonstall med SU-maks." }, { "id": "ms-ai-engineering/rag-architecture/rag-cost-optimization.md#7", "file": "skills/ms-ai-engineering/references/rag-architecture/rag-cost-optimization.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Scalar quantization 75% reduksjon (float32->int8)", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/search/vector-search-how-to-quantization", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Firedobbel = 75%, bekreftet." }, { "id": "ms-ai-engineering/rag-architecture/rag-cost-optimization.md#8", "file": "skills/ms-ai-engineering/references/rag-architecture/rag-cost-optimization.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Binary quantization 96.875% reduksjon; built-in compression opptil 92.5%", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/search/vector-search-how-to-quantization", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Kilden up to 96%/28x; 92.5% kildens kampanje-overskrift. Substansielt korrekt." }, { "id": "ms-ai-engineering/rag-architecture/rag-cost-optimization.md#9", "file": "skills/ms-ai-engineering/references/rag-architecture/rag-cost-optimization.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Batch API 50% rabatt vs standard", "claim_type": "price", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/batch", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Bekreftet." }, { "id": "ms-ai-engineering/rag-architecture/embedding-models-selection.md#1", "file": "skills/ms-ai-engineering/references/rag-architecture/embedding-models-selection.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Embeddings: ada-002 1536/8191, 3-small 1536/8191, 3-large 3072/8191", "claim_type": "version", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Dimensjoner korrekte; 8191 vs 8192 triviell." }, { "id": "ms-ai-engineering/rag-architecture/embedding-models-selection.md#2", "file": "skills/ms-ai-engineering/references/rag-architecture/embedding-models-selection.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "text-embedding-3 Matryoshka-dimensjonsreduksjon (3-large 256-1024, 3-small 512)", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/search/cognitive-search-skill-azure-openai-embedding", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Dynamisk dimensjonsreduksjon bekreftet." }, { "id": "ms-ai-engineering/rag-architecture/embedding-models-selection.md#3", "file": "skills/ms-ai-engineering/references/rag-architecture/embedding-models-selection.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Embedding-priser ada-002 $0.10/3-small $0.02/3-large $0.13 per 1M", "claim_type": "price", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Pris-side ikke hentbar." }, { "id": "ms-ai-engineering/rag-architecture/embedding-models-selection.md#4", "file": "skills/ms-ai-engineering/references/rag-architecture/embedding-models-selection.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "multilingual-e5-small 384/512, e5-large 1024/512, Preview (gratis)", "claim_type": "status", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Ingen Learn-side bekrefter E5-dimensjoner/status." }, { "id": "ms-ai-engineering/rag-architecture/embedding-models-selection.md#5", "file": "skills/ms-ai-engineering/references/rag-architecture/embedding-models-selection.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Foundry støtter fine-tuning av embedding-modeller via Custom Models (preview)", "claim_type": "status", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Ingen Learn-side bekrefter. Filen merker den Assumed/announced." }, { "id": "ms-ai-engineering/rag-architecture/embedding-models-selection.md#6", "file": "skills/ms-ai-engineering/references/rag-architecture/embedding-models-selection.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Azure AI Search Basic tier 1 GB storage", "claim_type": "sku", "verdict": "wrong", "evidence_url": "https://learn.microsoft.com/azure/search/search-limits-quotas-capacity", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Kilde: Basic 15 GB (post-april) eller 2 GB (eldre). 1 GB var aldri Basic. Inkonsistent med rag-cost-optimization.md." }, { "id": "ms-ai-engineering/rag-architecture/embedding-models-selection.md#7", "file": "skills/ms-ai-engineering/references/rag-architecture/embedding-models-selection.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Standard S1 25 GB storage", "claim_type": "sku", "verdict": "outdated", "evidence_url": "https://learn.microsoft.com/azure/search/search-limits-quotas-capacity", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "S1 nå 160 GB per partisjon (nye services)." }, { "id": "ms-ai-engineering/rag-architecture/embedding-models-selection.md#8", "file": "skills/ms-ai-engineering/references/rag-architecture/embedding-models-selection.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "AI Search Basic fra $75/mnd, S1 fra $250/mnd", "claim_type": "price", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Pris-side ikke hentbar." }, { "id": "ms-ai-engineering/azure-ai-services/ai-services-vs-foundry-tools-selection.md#1", "file": "skills/ms-ai-engineering/references/azure-ai-services/ai-services-vs-foundry-tools-selection.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Deployment-typer: Standard, Global Standard, Provisioned (PTU)", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/foundry-models/concepts/deployment-types", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Alle dokumenterte deployment-typer." }, { "id": "ms-ai-engineering/azure-ai-services/ai-services-vs-foundry-tools-selection.md#2", "file": "skills/ms-ai-engineering/references/azure-ai-services/ai-services-vs-foundry-tools-selection.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Global Standard 9% rimeligere", "claim_type": "price", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Ingen '9%'-tall i kilden; pris JS-rendret." }, { "id": "ms-ai-engineering/azure-ai-services/ai-services-vs-foundry-tools-selection.md#3", "file": "skills/ms-ai-engineering/references/azure-ai-services/ai-services-vs-foundry-tools-selection.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Modellserie (2026-02): o4-mini topp-reasoning, o3, GPT-4o, GPT-3.5-Turbo, DALL-E 3, Whisper", "claim_type": "version", "verdict": "outdated", "evidence_url": "https://learn.microsoft.com/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Lineup headet av GPT-5.5/5.4/...+GPT-4.1; GPT-5.x/GPT-4.1 mangler, GPT-3.5-Turbo ikke lenger i highlights." }, { "id": "ms-ai-engineering/azure-ai-services/ai-services-vs-foundry-tools-selection.md#4", "file": "skills/ms-ai-engineering/references/azure-ai-services/ai-services-vs-foundry-tools-selection.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Content Understanding GA v1.0/2025-11-01", "claim_type": "status", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/ai-services/content-understanding/choosing-right-ai-tool", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "ACU v1.0 GA 2025-11-01 bekreftet." }, { "id": "ms-ai-engineering/azure-ai-services/ai-services-vs-foundry-tools-selection.md#5", "file": "skills/ms-ai-engineering/references/azure-ai-services/ai-services-vs-foundry-tools-selection.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Model Catalog 100+ modeller", "claim_type": "sku", "verdict": "outdated", "evidence_url": "https://learn.microsoft.com/azure/foundry/what-is-foundry", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Kilde over 1900. '100+' grovt understated." }, { "id": "ms-ai-engineering/azure-ai-services/ai-services-vs-foundry-tools-selection.md#6", "file": "skills/ms-ai-engineering/references/azure-ai-services/ai-services-vs-foundry-tools-selection.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Commitment Tiers spar 30-40% vs pay-per-use", "claim_type": "price", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Ingen hentbar side med commitment-tier-rabatt." }, { "id": "ms-ai-engineering/azure-ai-services/ai-services-vs-foundry-tools-selection.md#7", "file": "skills/ms-ai-engineering/references/azure-ai-services/ai-services-vs-foundry-tools-selection.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Terminologi endret fra Cognitive Services til Foundry Tools", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/ai-services/content-understanding/choosing-right-ai-tool", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Foundry Tools brukt konsekvent." }, { "id": "ms-ai-engineering/azure-ai-services/ai-services-enterprise-architecture.md#1", "file": "skills/ms-ai-engineering/references/azure-ai-services/ai-services-enterprise-architecture.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Deployment-typer: Global Standard, Data Zone Standard, Regional Standard, Provisioned (PTU)", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/foundry-models/concepts/deployment-types", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Alle fire bekreftet (Regional Standard = offisiell Standard)." }, { "id": "ms-ai-engineering/azure-ai-services/ai-services-enterprise-architecture.md#2", "file": "skills/ms-ai-engineering/references/azure-ai-services/ai-services-enterprise-architecture.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Backend pool inntil 30 backends", "claim_type": "tpm", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/api-management/backends", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Eksakt bekreftet." }, { "id": "ms-ai-engineering/azure-ai-services/ai-services-enterprise-architecture.md#3", "file": "skills/ms-ai-engineering/references/azure-ai-services/ai-services-enterprise-architecture.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "AI gateway: Anthropic Messages API (v2-tiers), Google Vertex AI, Amazon Bedrock", "claim_type": "version", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/api-management/genai-gateway-capabilities", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Alle bekreftet." }, { "id": "ms-ai-engineering/azure-ai-services/ai-services-enterprise-architecture.md#4", "file": "skills/ms-ai-engineering/references/azure-ai-services/ai-services-enterprise-architecture.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Unified model API (preview): ett OpenAI-kompatibelt endepunkt med format-oversettelse", "claim_type": "status", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/api-management/genai-gateway-capabilities", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Bekreftet ordrett inkl. preview." }, { "id": "ms-ai-engineering/azure-ai-services/ai-services-enterprise-architecture.md#5", "file": "skills/ms-ai-engineering/references/azure-ai-services/ai-services-enterprise-architecture.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "AI gateway i Microsoft Foundry (preview)", "claim_type": "status", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/api-management/genai-gateway-capabilities", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Preview-status bekreftet." }, { "id": "ms-ai-engineering/azure-ai-services/ai-services-enterprise-architecture.md#6", "file": "skills/ms-ai-engineering/references/azure-ai-services/ai-services-enterprise-architecture.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Semantisk caching via Azure Managed Redis med llm-semantic-cache-policyer", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/api-management/genai-gateway-capabilities", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Bekreftet ordrett." }, { "id": "ms-ai-engineering/azure-ai-services/ai-services-enterprise-architecture.md#7", "file": "skills/ms-ai-engineering/references/azure-ai-services/ai-services-enterprise-architecture.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "APIM circuit breaker håndterer 429 og Retry-After (opptil 24t)", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/api-management/backends", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "429 + Retry-After (1 dag) bekreftet." }, { "id": "ms-ai-engineering/azure-ai-services/ai-services-enterprise-architecture.md#8", "file": "skills/ms-ai-engineering/references/azure-ai-services/ai-services-enterprise-architecture.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Ingen Azure OpenAI-region i Norge per 2026-02; nærmeste Sweden Central/West Europe", "claim_type": "region", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Klarte ikke hente region-availability. Delvis motsignal (Norge i EU Data Boundary)." }, { "id": "ms-ai-engineering/azure-ai-services/ai-services-enterprise-architecture.md#9", "file": "skills/ms-ai-engineering/references/azure-ai-services/ai-services-enterprise-architecture.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Provisioned (PTU) ~2500 USD per 100 PTU/måned", "claim_type": "price", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Pris JS-rendret. Motstrider andre filens $36000-48000/PTU/mnd ~1440x." }, { "id": "ms-ai-engineering/mlops-genaiops/genaiops-llm-specific-practices.md#1", "file": "skills/ms-ai-engineering/references/mlops-genaiops/genaiops-llm-specific-practices.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Prompt Flow pensjoneres 2027-04-20; migrer til Microsoft Agent Framework", "claim_type": "status", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/machine-learning/prompt-flow/migrate-prompt-flow-to-agent-framework", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Dato og migrasjonsmål bekreftet ordrett." }, { "id": "ms-ai-engineering/mlops-genaiops/genaiops-llm-specific-practices.md#2", "file": "skills/ms-ai-engineering/references/mlops-genaiops/genaiops-llm-specific-practices.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Model Catalog 1600+ foundation models", "claim_type": "sku", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/concepts/foundry-models-overview", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "RECONCILED 2026-06-30 (G5 friskhets-mikropass): outdated->correct. Live (foundry-models-overview): 'There are over 1,900 models'. '1600+' er en SANN nedre grense (1900 >= 1600), understatement kun ~1,19x - innenfor den ratifiserte nedre-grense-policyen (grov = >~2x og beslutningsendrende). Gull var her for strengt: motsa egen policy. v3 grounded (R1) var korrekt. Fil kan friskes til '1900+' (Spor 0, valgfritt) men er IKKE feil som den star." }, { "id": "ms-ai-engineering/mlops-genaiops/genaiops-llm-specific-practices.md#3", "file": "skills/ms-ai-engineering/references/mlops-genaiops/genaiops-llm-specific-practices.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "GPT-4o $2.50/$10.00 per 1M", "claim_type": "price", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Token-pris JS-rendret." }, { "id": "ms-ai-engineering/mlops-genaiops/genaiops-llm-specific-practices.md#4", "file": "skills/ms-ai-engineering/references/mlops-genaiops/genaiops-llm-specific-practices.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "GPT-4o-mini $0.15/$0.60 per 1M", "claim_type": "price", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Token-pris ikke hentbar." }, { "id": "ms-ai-engineering/mlops-genaiops/genaiops-llm-specific-practices.md#5", "file": "skills/ms-ai-engineering/references/mlops-genaiops/genaiops-llm-specific-practices.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "PTU $36000-48000 per PTU per måned", "claim_type": "price", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Sterkt mistenkelig (fakturering per PTU/time; motstrider andre fil ~1440x), men ingen hentbar pris-kilde." }, { "id": "ms-ai-engineering/mlops-genaiops/genaiops-llm-specific-practices.md#6", "file": "skills/ms-ai-engineering/references/mlops-genaiops/genaiops-llm-specific-practices.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Async batch API 50% discount", "claim_type": "price", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/foundry-models/concepts/deployment-types", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Batch 50% + 24t bekreftet." }, { "id": "ms-ai-engineering/mlops-genaiops/genaiops-llm-specific-practices.md#7", "file": "skills/ms-ai-engineering/references/mlops-genaiops/genaiops-llm-specific-practices.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Prompt caching 50% discount på cached tokens", "claim_type": "price", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Ingen sitert URL dekker; rabattprosent ikke verifisert i denne kjøringen." }, { "id": "ms-ai-engineering/mlops-genaiops/genaiops-llm-specific-practices.md#8", "file": "skills/ms-ai-engineering/references/mlops-genaiops/genaiops-llm-specific-practices.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "text-embedding-3-small $0.02 per 1M", "claim_type": "price", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Embedding-pris ikke hentbar." }, { "id": "ms-ai-engineering/mlops-genaiops/llm-evaluation-production.md#1", "file": "skills/ms-ai-engineering/references/mlops-genaiops/llm-evaluation-production.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Prompt Flow pensjoneres 2027-04-20", "claim_type": "status", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/machine-learning/prompt-flow/migrate-prompt-flow-to-agent-framework", "lastmod_changed": null, "file_last_updated": null, "notes": "Pensjoneringsdato bekreftet." }, { "id": "ms-ai-engineering/mlops-genaiops/llm-evaluation-production.md#2", "file": "skills/ms-ai-engineering/references/mlops-genaiops/llm-evaluation-production.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "MLflow 3 single-turn judges: RelevanceToQuery, RetrievalRelevance, RetrievalGroundedness, Safety, Correctness, RetrievalSufficiency, ToolCallCorrectness, ToolCallEfficiency, Guidelines, ExpectationsGuidelines", "claim_type": "sku", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/databricks/mlflow3/genai/eval-monitor/concepts/judges/", "lastmod_changed": null, "file_last_updated": null, "notes": "De 10 dommerne matcher built-in judges-tabellen eksakt." }, { "id": "ms-ai-engineering/mlops-genaiops/llm-evaluation-production.md#3", "file": "skills/ms-ai-engineering/references/mlops-genaiops/llm-evaluation-production.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "MLflow built-in judges inkluderer også Completeness, Fluency, Equivalence", "claim_type": "sku", "verdict": "outdated", "evidence_url": "https://learn.microsoft.com/azure/databricks/mlflow3/genai/eval-monitor/concepts/judges/", "lastmod_changed": null, "file_last_updated": null, "notes": "Gjeldende Databricks-liste inneholder IKKE disse tre." }, { "id": "ms-ai-engineering/mlops-genaiops/llm-evaluation-production.md#4", "file": "skills/ms-ai-engineering/references/mlops-genaiops/llm-evaluation-production.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Multi-turn judges: ConversationCompleteness, UserFrustration, KnowledgeRetention, ConversationalSafety, ConversationalGuidelines, ConversationalRoleAdherence, ConversationalToolCallEfficiency", "claim_type": "sku", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/databricks/mlflow3/genai/eval-monitor/concepts/judges/", "lastmod_changed": null, "file_last_updated": null, "notes": "Alle sju bekreftet eksakt." }, { "id": "ms-ai-engineering/mlops-genaiops/llm-evaluation-production.md#5", "file": "skills/ms-ai-engineering/references/mlops-genaiops/llm-evaluation-production.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Safety evaluators Violence/Sexual/Self-harm/Hate-Unfairness (0-7 skala)", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/concepts/evaluation-evaluators/risk-safety-evaluators", "lastmod_changed": null, "file_last_updated": null, "notes": "0-7 skala bekreftet." }, { "id": "ms-ai-engineering/mlops-genaiops/llm-evaluation-production.md#6", "file": "skills/ms-ai-engineering/references/mlops-genaiops/llm-evaluation-production.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Built-in LLM Judges Groundedness/Relevance/Coherence (1-5 skala)", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/concepts/evaluation-evaluators/rag-evaluators", "lastmod_changed": null, "file_last_updated": null, "notes": "1-5 skala bekreftet." }, { "id": "ms-ai-engineering/mlops-genaiops/llm-evaluation-production.md#7", "file": "skills/ms-ai-engineering/references/mlops-genaiops/llm-evaluation-production.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Azure AI Evaluation SDK v1.14.0", "claim_type": "version", "verdict": "outdated", "evidence_url": "https://learn.microsoft.com/python/api/overview/azure/ai-evaluation-readme", "lastmod_changed": null, "file_last_updated": null, "notes": "Gjeldende v1.17.0." }, { "id": "ms-ai-engineering/mlops-genaiops/llm-evaluation-production.md#8", "file": "skills/ms-ai-engineering/references/mlops-genaiops/llm-evaluation-production.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Agentic evaluators: IntentResolution, TaskAdherence, ToolCallAccuracy", "claim_type": "sku", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/concepts/observability", "lastmod_changed": null, "file_last_updated": null, "notes": "Evaluator-klyngen bekreftet (IntentResolution ikke individuelt sett)." }, { "id": "ms-ai-engineering/mlops-genaiops/llm-evaluation-production.md#9", "file": "skills/ms-ai-engineering/references/mlops-genaiops/llm-evaluation-production.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Production monitoring Databricks-hosted judges; EU-hosted i EU-workspaces; Abuse Monitoring opt-out", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/databricks/mlflow3/genai/eval-monitor/concepts/scorers", "lastmod_changed": null, "file_last_updated": null, "notes": "Bekreftet ordrett." }, { "id": "ms-ai-engineering/mlops-genaiops/llm-evaluation-production.md#10", "file": "skills/ms-ai-engineering/references/mlops-genaiops/llm-evaluation-production.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Max 20 scorers per experiment i MLflow", "claim_type": "tpm", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": null, "file_last_updated": null, "notes": "Verken scorers- eller judges-siden oppgir grense på 20." }, { "id": "ms-ai-engineering/mlops-genaiops/llm-evaluation-production.md#11", "file": "skills/ms-ai-engineering/references/mlops-genaiops/llm-evaluation-production.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Foundry Evaluation pris GPT-4o $2.50/$10; Safety Evaluators $1/1000 records", "claim_type": "price", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": null, "file_last_updated": null, "notes": "Forbruksbasert bekreftet men ikke absolutte tall." }, { "id": "ms-ai-engineering/mlops-genaiops/monitoring-observability-ml-systems.md#1", "file": "skills/ms-ai-engineering/references/mlops-genaiops/monitoring-observability-ml-systems.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Built-in monitoring signals: Data Drift, Prediction Drift, Data Quality, Model Performance, Feature Attribution Drift", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/machine-learning/concept-model-monitoring", "lastmod_changed": null, "file_last_updated": null, "notes": "Alle fem signaler bekreftet ordrett." }, { "id": "ms-ai-engineering/mlops-genaiops/monitoring-observability-ml-systems.md#2", "file": "skills/ms-ai-engineering/references/mlops-genaiops/monitoring-observability-ml-systems.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Jensen-Shannon distance (numerisk); Pearson chi-squared (kategorisk); NDCG (feature attribution drift)", "claim_type": "version", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/machine-learning/concept-model-monitoring", "lastmod_changed": null, "file_last_updated": null, "notes": "Alle tre metrikkene bekreftet." }, { "id": "ms-ai-engineering/mlops-genaiops/monitoring-observability-ml-systems.md#3", "file": "skills/ms-ai-engineering/references/mlops-genaiops/monitoring-observability-ml-systems.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Serverless Spark compute Standard_E4s_v3 - Standard_E64s_v3", "claim_type": "sku", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/machine-learning/how-to-monitor-model-performance", "lastmod_changed": null, "file_last_updated": null, "notes": "SKU-spennet bekreftet." }, { "id": "ms-ai-engineering/mlops-genaiops/monitoring-observability-ml-systems.md#4", "file": "skills/ms-ai-engineering/references/mlops-genaiops/monitoring-observability-ml-systems.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Event type Run status changed (ikke Dataset drift detected som er v1); filter data.RunTags.azureml_modelmonitor_threshold_breached", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/machine-learning/how-to-monitor-model-performance", "lastmod_changed": null, "file_last_updated": null, "notes": "Event-type, filter-nøkkel og verdi bekreftet ordrett." }, { "id": "ms-ai-engineering/mlops-genaiops/monitoring-observability-ml-systems.md#5", "file": "skills/ms-ai-engineering/references/mlops-genaiops/monitoring-observability-ml-systems.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Namespace Machine Learning Service Workspace (KQL AmlComputeJobEvent/AmlOnlineEndpointTrafficLog)", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/machine-learning/monitor-azure-machine-learning", "lastmod_changed": null, "file_last_updated": null, "notes": "Namespace bekreftet ordrett." }, { "id": "ms-ai-engineering/mlops-genaiops/monitoring-observability-ml-systems.md#6", "file": "skills/ms-ai-engineering/references/mlops-genaiops/monitoring-observability-ml-systems.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Alert rules: Model Deploy Failed (Total>0); Quota Utilization (Avg>90%); Unusable Nodes (Total>0)", "claim_type": "status", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/machine-learning/monitor-azure-machine-learning", "lastmod_changed": null, "file_last_updated": null, "notes": "Alle tre alert-regler bekreftet ordrett." }, { "id": "ms-ai-engineering/mlops-genaiops/monitoring-observability-ml-systems.md#7", "file": "skills/ms-ai-engineering/references/mlops-genaiops/monitoring-observability-ml-systems.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Distributed training logs stdout/stderr til AppTraces (90 dager retention)", "claim_type": "status", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/machine-learning/how-to-log-search", "lastmod_changed": null, "file_last_updated": null, "notes": "AppTraces + 90-dagers default bekreftet (kilden merker preview)." }, { "id": "ms-ai-engineering/mlops-genaiops/monitoring-observability-ml-systems.md#8", "file": "skills/ms-ai-engineering/references/mlops-genaiops/monitoring-observability-ml-systems.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "App Insights $2.76/GB; Log Analytics $3.11/GB; retention $0.12/GB; Basic logs $0.62/GB; Event Grid $0.60/million", "claim_type": "price", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": null, "file_last_updated": null, "notes": "Azure Monitor pris-tall på JS-rendret pris-side, ikke hentbare." }, { "id": "ms-ai-engineering/api-management/multi-region-ai-gateway-design.md#1", "file": "skills/ms-ai-engineering/references/api-management/multi-region-ai-gateway-design.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Premium v2 støtter AZ men ikke multi-region; multi-region kun Premium classic", "claim_type": "sku", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/reliability/reliability-api-management", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Sentral skille bekreftet ordrett." }, { "id": "ms-ai-engineering/api-management/multi-region-ai-gateway-design.md#2", "file": "skills/ms-ai-engineering/references/api-management/multi-region-ai-gateway-design.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Deployment-typer data residency: Standard/Provisioned region; Data Zone innen data zone; Global Standard hvilken som helst region", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/foundry-models/concepts/deployment-types", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "RECONCILED 2026-06-30 (Spor 2b): verdikt correct beholdt; note korrigert. Live (deployment-types): de tre kjerne-residency-atferdene bekreftet (Standard=deployment-region, Data Zone=innen US/EU-sone, Global Standard=any region). MEN \"alle fire ordrett\" overdrev - kilden grupperer residency etter Global/DataZone/Regional, og Global Provisioned = any region (ikke single-region). \"Standard/Provisioned=region\" er rimelig kortform for kjernemodellen men utelater Global/DataZone Provisioned. Judge not_grounded var over-streng (kjernen ER grunnet)." }, { "id": "ms-ai-engineering/api-management/multi-region-ai-gateway-design.md#3", "file": "skills/ms-ai-engineering/references/api-management/multi-region-ai-gateway-design.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Policy-konfig synkronisert <10 sek; management plane + developer portal kun primærregion", "claim_type": "status", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/api-management/api-management-howto-deploy-multi-region", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Begge bekreftet ordrett." }, { "id": "ms-ai-engineering/api-management/multi-region-ai-gateway-design.md#4", "file": "skills/ms-ai-engineering/references/api-management/multi-region-ai-gateway-design.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Regional DNS https://--01.regional.azure-api.net", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/api-management/api-management-howto-deploy-multi-region", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "DNS-mønster bekreftet ordrett." }, { "id": "ms-ai-engineering/api-management/multi-region-ai-gateway-design.md#5", "file": "skills/ms-ai-engineering/references/api-management/multi-region-ai-gateway-design.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Semantic caching Azure Managed Redis via llm-semantic-cache-lookup/store", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/api-management/genai-gateway-capabilities", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Begge policy-navn bekreftet ordrett." }, { "id": "ms-ai-engineering/api-management/multi-region-ai-gateway-design.md#6", "file": "skills/ms-ai-engineering/references/api-management/multi-region-ai-gateway-design.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "llm-emit-token-metric med regiondimensjon", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/api-management/genai-gateway-capabilities", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Policy-navn + custom-dimensjoner bekreftet." }, { "id": "ms-ai-engineering/api-management/multi-region-ai-gateway-design.md#7", "file": "skills/ms-ai-engineering/references/api-management/multi-region-ai-gateway-design.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Multi-region gateway + circuit breaker + backend pools (priority-basert) for failover", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/api-management/genai-gateway-capabilities", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Bekreftet ordrett." }, { "id": "ms-ai-engineering/api-management/multi-region-ai-gateway-design.md#8", "file": "skills/ms-ai-engineering/references/api-management/multi-region-ai-gateway-design.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "Internal VNet: APIM ruter ikke automatisk; Port 3443 inbound management; Port 1433 outbound SQL fra alle regioner", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/api-management/api-management-howto-deploy-multi-region", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Alle bekreftet ordrett." }, { "id": "ms-ai-engineering/api-management/multi-region-ai-gateway-design.md#9", "file": "skills/ms-ai-engineering/references/api-management/multi-region-ai-gateway-design.md", "skill": "ms-ai-engineering", "stratum": "volatile", "claim": "rate-limit/llm-token-limit teller separat per regional gateway", "claim_type": "status", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/api-management/api-management-howto-deploy-multi-region", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Per-region-telling bekreftet ordrett." }, { "id": "ms-ai-governance/monitoring-observability/endpoint-health-and-capacity-planning.md#1", "file": "skills/ms-ai-governance/references/monitoring-observability/endpoint-health-and-capacity-planning.md", "skill": "ms-ai-governance", "stratum": "volatile", "claim": "AzureOpenAIAvailabilityRate metrikk PT1M, DS Export No", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/azure-monitor/reference/supported-metrics/microsoft-cognitiveservices-accounts-metrics", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Metrikk-navn, formel, PT1M og DS Export=No matcher eksakt." }, { "id": "ms-ai-governance/monitoring-observability/endpoint-health-and-capacity-planning.md#2", "file": "skills/ms-ai-governance/references/monitoring-observability/endpoint-health-and-capacity-planning.md", "skill": "ms-ai-governance", "stratum": "volatile", "claim": "Metrikker PTUUtilization, ProcessingTime, TokensGenerated", "claim_type": "taxonomy", "verdict": "outdated", "evidence_url": "https://learn.microsoft.com/azure/azure-monitor/reference/supported-metrics/microsoft-cognitiveservices-accounts-metrics", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Finnes ikke som REST-navn. Faktisk: AzureOpenAIProvisionedManagedUtilizationV2, AzureOpenAITimeToResponse, GeneratedTokens. Metrikknavn drift." }, { "id": "ms-ai-governance/monitoring-observability/endpoint-health-and-capacity-planning.md#3", "file": "skills/ms-ai-governance/references/monitoring-observability/endpoint-health-and-capacity-planning.md", "skill": "ms-ai-governance", "stratum": "volatile", "claim": "RPM/TPM per 1 Unit Capacity: eldre chat 6/1000; o1 1/6000; o3 1/1000; o3-mini 1/10000", "claim_type": "tpm", "verdict": "outdated", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/quotas-limits", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "1 Unit Capacity-modellen erstattet av Quota Tiers (Tier 0-6). Ratioene holder, rammeverket avløst." }, { "id": "ms-ai-governance/monitoring-observability/endpoint-health-and-capacity-planning.md#4", "file": "skills/ms-ai-governance/references/monitoring-observability/endpoint-health-and-capacity-planning.md", "skill": "ms-ai-governance", "stratum": "volatile", "claim": "Dynamic Quota (Preview) opportunistic burst, kan ikke redusere under base", "claim_type": "status", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry-classic/openai/how-to/dynamic-quota", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Preview-status og semantikk bekreftet eksakt." }, { "id": "ms-ai-governance/monitoring-observability/endpoint-health-and-capacity-planning.md#5", "file": "skills/ms-ai-governance/references/monitoring-observability/endpoint-health-and-capacity-planning.md", "skill": "ms-ai-governance", "stratum": "volatile", "claim": "Basic-tier (etter 2024-04-03) inntil 3 partisjoner x 3 replikaer (9 SU)", "claim_type": "sku", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/search/search-limits-quotas-capacity", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Bekreftet ordrett inkl. dato-betingelse." }, { "id": "ms-ai-governance/monitoring-observability/endpoint-health-and-capacity-planning.md#6", "file": "skills/ms-ai-governance/references/monitoring-observability/endpoint-health-and-capacity-planning.md", "skill": "ms-ai-governance", "stratum": "volatile", "claim": "AI Search Serverless (Preview) CU/time + per-GB, kun WCUS/Switzerland North/Japan East, ingen SLA", "claim_type": "region", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/search/search-limits-quotas-capacity", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Prismodell, preview/ingen SLA og tre regioner bekreftet eksakt." }, { "id": "ms-ai-governance/monitoring-observability/cost-monitoring-cost-attribution.md#1", "file": "skills/ms-ai-governance/references/monitoring-observability/cost-monitoring-cost-attribution.md", "skill": "ms-ai-governance", "stratum": "volatile", "claim": "Foundry prosjektnivå-chargeback (Preview) automatisk project-tag, kun Models sold by Azure", "claim_type": "status", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/concepts/manage-costs", "lastmod_changed": false, "file_last_updated": "2026-06-01", "notes": "Preview-status, project-tag og Azure-Direct-begrensning bekreftet eksakt." }, { "id": "ms-ai-governance/monitoring-observability/cost-monitoring-cost-attribution.md#2", "file": "skills/ms-ai-governance/references/monitoring-observability/cost-monitoring-cost-attribution.md", "skill": "ms-ai-governance", "stratum": "volatile", "claim": "Partner-modeller under Global resources som model-name-GUID; Global = plassering, ikke SKU", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/concepts/manage-costs", "lastmod_changed": false, "file_last_updated": "2026-06-01", "notes": "Bekreftet ordrett." }, { "id": "ms-ai-governance/monitoring-observability/cost-monitoring-cost-attribution.md#3", "file": "skills/ms-ai-governance/references/monitoring-observability/cost-monitoring-cost-attribution.md", "skill": "ms-ai-governance", "stratum": "volatile", "claim": "Fine-tuned modeller faktureres tre veier: training/hosting/inference", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/concepts/manage-costs", "lastmod_changed": false, "file_last_updated": "2026-06-01", "notes": "Tre-komponent + hosting ved inaktivitet bekreftet eksakt." }, { "id": "ms-ai-governance/monitoring-observability/cost-monitoring-cost-attribution.md#4", "file": "skills/ms-ai-governance/references/monitoring-observability/cost-monitoring-cost-attribution.md", "skill": "ms-ai-governance", "stratum": "volatile", "claim": "Deployments inaktive 15 dager slettes automatisk", "claim_type": "status", "verdict": "unsourced", "evidence_url": "https://learn.microsoft.com/azure/foundry/concepts/manage-costs", "lastmod_changed": false, "file_last_updated": "2026-06-01", "notes": "manage-costs oppgir ikke 15-dagers-tallet." }, { "id": "ms-ai-governance/monitoring-observability/cost-monitoring-cost-attribution.md#5", "file": "skills/ms-ai-governance/references/monitoring-observability/cost-monitoring-cost-attribution.md", "skill": "ms-ai-governance", "stratum": "volatile", "claim": "Azure OpenAI priser GPT-4o $0.005/$0.015 per 1k; GPT-4 Turbo $0.01/$0.03; GPT-3.5 $0.0005/$0.0015", "claim_type": "price", "verdict": "unsourced", "evidence_url": "https://learn.microsoft.com/azure/foundry/concepts/manage-costs", "lastmod_changed": false, "file_last_updated": "2026-06-01", "notes": "manage-costs henviser til pris-side (JS-rendret)." }, { "id": "ms-ai-governance/monitoring-observability/cost-monitoring-cost-attribution.md#6", "file": "skills/ms-ai-governance/references/monitoring-observability/cost-monitoring-cost-attribution.md", "skill": "ms-ai-governance", "stratum": "volatile", "claim": "APIM-priser Consumption $0.035/10k+$3.5/GB; Basic ~$140; Standard ~$700; Premium ~$2800", "claim_type": "price", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": false, "file_last_updated": "2026-06-01", "notes": "APIM pricing JS-rendret." }, { "id": "ms-ai-governance/monitoring-observability/cost-monitoring-cost-attribution.md#7", "file": "skills/ms-ai-governance/references/monitoring-observability/cost-monitoring-cost-attribution.md", "skill": "ms-ai-governance", "stratum": "volatile", "claim": "Marketplace-meternavn paygo-inference-input-tokens m.fl.", "claim_type": "taxonomy", "verdict": "unsourced", "evidence_url": "https://learn.microsoft.com/azure/foundry/concepts/manage-costs", "lastmod_changed": false, "file_last_updated": "2026-06-01", "notes": "manage-costs oppgir ikke disse paygo-meternavnene." }, { "id": "ms-ai-governance/monitoring-observability/response-quality-metrics-rag.md#1", "file": "skills/ms-ai-governance/references/monitoring-observability/response-quality-metrics-rag.md", "skill": "ms-ai-governance", "stratum": "volatile", "claim": "RAG-evaluatorer: Groundedness, Groundedness Pro, Relevance, Response Completeness, Retrieval, Document Retrieval", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/concepts/evaluation-evaluators/rag-evaluators", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Kjernetaksonomi matcher; Groundedness Pro/Response Completeness merket preview i kilden." }, { "id": "ms-ai-governance/monitoring-observability/response-quality-metrics-rag.md#2", "file": "skills/ms-ai-governance/references/monitoring-observability/response-quality-metrics-rag.md", "skill": "ms-ai-governance", "stratum": "volatile", "claim": "Document Retrieval-metrikker: Fidelity, NDCG, XDCG, Max Relevance, Holes", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/concepts/evaluation-evaluators/rag-evaluators", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Alle fem bekreftet eksakt." }, { "id": "ms-ai-governance/monitoring-observability/response-quality-metrics-rag.md#3", "file": "skills/ms-ai-governance/references/monitoring-observability/response-quality-metrics-rag.md", "skill": "ms-ai-governance", "stratum": "volatile", "claim": "AI-assisterte evaluatorer Likert 1-5, default threshold 3", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/concepts/evaluation-evaluators/rag-evaluators", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Skala 1-5 og threshold 3 bekreftet eksakt." }, { "id": "ms-ai-governance/monitoring-observability/response-quality-metrics-rag.md#4", "file": "skills/ms-ai-governance/references/monitoring-observability/response-quality-metrics-rag.md", "skill": "ms-ai-governance", "stratum": "volatile", "claim": "Groundedness Pro bruker Azure AI Content Safety, returnerer binær True/False", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/concepts/evaluation-evaluators/rag-evaluators", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Content Safety + boolean bekreftet eksakt." }, { "id": "ms-ai-governance/monitoring-observability/response-quality-metrics-rag.md#5", "file": "skills/ms-ai-governance/references/monitoring-observability/response-quality-metrics-rag.md", "skill": "ms-ai-governance", "stratum": "volatile", "claim": "Prompt Flow utfases 2027-04-20; migrer til Microsoft Agent Framework", "claim_type": "status", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/machine-learning/prompt-flow/troubleshoot-guidance", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Dato + MAF-migrering bekreftet eksakt." }, { "id": "ms-ai-governance/monitoring-observability/response-quality-metrics-rag.md#6", "file": "skills/ms-ai-governance/references/monitoring-observability/response-quality-metrics-rag.md", "skill": "ms-ai-governance", "stratum": "volatile", "claim": "GroundednessEvaluator har is_reasoning_model=True for o-series", "claim_type": "version", "verdict": "unsourced", "evidence_url": "https://learn.microsoft.com/azure/foundry/concepts/evaluation-evaluators/rag-evaluators", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "is_reasoning_model-flagget ikke verifisert i hentet kilde." }, { "id": "ms-ai-governance/monitoring-observability/response-quality-metrics-rag.md#7", "file": "skills/ms-ai-governance/references/monitoring-observability/response-quality-metrics-rag.md", "skill": "ms-ai-governance", "stratum": "volatile", "claim": "Evaluerings-kostnad GPT-4o $2.50/1M; Groundedness Pro ~$0.002/call; PTU ~$6/PTU", "claim_type": "price", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Ingen hentbar side oppgir pris-tallene." }, { "id": "ms-ai-governance/monitoring-observability/token-usage-tracking-attribution.md#1", "file": "skills/ms-ai-governance/references/monitoring-observability/token-usage-tracking-attribution.md", "skill": "ms-ai-governance", "stratum": "volatile", "claim": "Metrikk TokenTransaction = total token count (input+output)", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/azure-monitor/reference/supported-metrics/microsoft-cognitiveservices-accounts-metrics", "lastmod_changed": null, "file_last_updated": null, "notes": "Bekreftet eksakt." }, { "id": "ms-ai-governance/monitoring-observability/token-usage-tracking-attribution.md#2", "file": "skills/ms-ai-governance/references/monitoring-observability/token-usage-tracking-attribution.md", "skill": "ms-ai-governance", "stratum": "volatile", "claim": "Metrikk ProcessedPromptTokens = tokens prosessert", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/azure-monitor/reference/supported-metrics/microsoft-cognitiveservices-accounts-metrics", "lastmod_changed": null, "file_last_updated": null, "notes": "Eksisterer som REST-metrikk." }, { "id": "ms-ai-governance/monitoring-observability/token-usage-tracking-attribution.md#3", "file": "skills/ms-ai-governance/references/monitoring-observability/token-usage-tracking-attribution.md", "skill": "ms-ai-governance", "stratum": "volatile", "claim": "Metrikker PromptTokens (input) og CompletionTokens (output)", "claim_type": "taxonomy", "verdict": "outdated", "evidence_url": "https://learn.microsoft.com/azure/azure-monitor/reference/supported-metrics/microsoft-cognitiveservices-accounts-metrics", "lastmod_changed": null, "file_last_updated": null, "notes": "Finnes ikke som REST-navn. Faktisk: ProcessedPromptTokens/InputTokens og GeneratedTokens/OutputTokens. Drift." }, { "id": "ms-ai-governance/monitoring-observability/token-usage-tracking-attribution.md#4", "file": "skills/ms-ai-governance/references/monitoring-observability/token-usage-tracking-attribution.md", "skill": "ms-ai-governance", "stratum": "volatile", "claim": "On Your Data (RAG) to LLM-kall per forespørsel (intent + generation)", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry-classic/openai/concepts/use-your-data", "lastmod_changed": null, "file_last_updated": null, "notes": "To-kall-modellen bekreftet. Kilde deprecated, retires 2026-10-14." }, { "id": "ms-ai-governance/monitoring-observability/token-usage-tracking-attribution.md#5", "file": "skills/ms-ai-governance/references/monitoring-observability/token-usage-tracking-attribution.md", "skill": "ms-ai-governance", "stratum": "volatile", "claim": "gpt-35-turbo-16k: Generation 4297, Intent 1366, Response 111, Intent output 25 (~5800)", "claim_type": "tpm", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry-classic/openai/concepts/use-your-data", "lastmod_changed": null, "file_last_updated": null, "notes": "Alle fire token-tall matcher kildens tabell eksakt." }, { "id": "ms-ai-governance/monitoring-observability/token-usage-tracking-attribution.md#6", "file": "skills/ms-ai-governance/references/monitoring-observability/token-usage-tracking-attribution.md", "skill": "ms-ai-governance", "stratum": "volatile", "claim": "RAG-defaults retrieved_document_count=5, chunk_size=1024", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry-classic/openai/concepts/use-your-data", "lastmod_changed": null, "file_last_updated": null, "notes": "Defaults bekreftet." }, { "id": "ms-ai-governance/monitoring-observability/token-usage-tracking-attribution.md#7", "file": "skills/ms-ai-governance/references/monitoring-observability/token-usage-tracking-attribution.md", "skill": "ms-ai-governance", "stratum": "volatile", "claim": "Cost Management 13 mnd retention; FOCUS-eksport ADLS->Fabric->Power BI; budget 90/100/110%, forecast 110%", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/well-architected/cost-optimization/collect-review-cost-data", "lastmod_changed": null, "file_last_updated": null, "notes": "13-mnd, FOCUS, budget/forecast-terskler bekreftet ordrett." }, { "id": "ms-ai-governance/monitoring-observability/token-usage-tracking-attribution.md#8", "file": "skills/ms-ai-governance/references/monitoring-observability/token-usage-tracking-attribution.md", "skill": "ms-ai-governance", "stratum": "volatile", "claim": "PTU-metrikk PTUUtilization; Input TPM per PTU = 8450 for Llama-3.3-70B", "claim_type": "tpm", "verdict": "unsourced", "evidence_url": "https://learn.microsoft.com/azure/azure-monitor/reference/supported-metrics/microsoft-cognitiveservices-accounts-metrics", "lastmod_changed": null, "file_last_updated": null, "notes": "PTUUtilization finnes ikke som REST-navn; 8450-tallet ikke verifiserbart mot hentet kilde." }, { "id": "ms-ai-governance/responsible-ai/stakeholder-communication-ai-decisions.md#1", "file": "skills/ms-ai-governance/references/responsible-ai/stakeholder-communication-ai-decisions.md", "skill": "ms-ai-governance", "stratum": "volatile", "claim": "Responsible AI scorecard (preview), PDF-basert rapporteringsverktøy", "claim_type": "status", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/machine-learning/concept-responsible-ai-scorecard", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Public preview bekreftet." }, { "id": "ms-ai-governance/responsible-ai/stakeholder-communication-ai-decisions.md#2", "file": "skills/ms-ai-governance/references/responsible-ai/stakeholder-communication-ai-decisions.md", "skill": "ms-ai-governance", "stratum": "volatile", "claim": "Copilot Studio fra $200 per tenant/måned", "claim_type": "price", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "$200 kun i Licensing Guide-PDF, ikke hentbar Learn-side." }, { "id": "ms-ai-governance/responsible-ai/stakeholder-communication-ai-decisions.md#3", "file": "skills/ms-ai-governance/references/responsible-ai/stakeholder-communication-ai-decisions.md", "skill": "ms-ai-governance", "stratum": "volatile", "claim": "Copilot Studio inkluderer 25000 messages", "claim_type": "taxonomy", "verdict": "outdated", "evidence_url": "https://learn.microsoft.com/microsoft-365/copilot/pay-as-you-go/copilot-capacity-packs", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Kvantum 25000 korrekt, men enheten messages avløst av Copilot Credits (2025-09-01)." }, { "id": "ms-ai-governance/responsible-ai/stakeholder-communication-ai-decisions.md#4", "file": "skills/ms-ai-governance/references/responsible-ai/stakeholder-communication-ai-decisions.md", "skill": "ms-ai-governance", "stratum": "volatile", "claim": "Ekstra messages $0.015 per message", "claim_type": "price", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "PAYG-rate ikke på hentbar side; enhet omdøpt til Copilot Credits." }, { "id": "ms-ai-governance/responsible-ai/algorithmic-accountability-auditability.md#1", "file": "skills/ms-ai-governance/references/responsible-ai/algorithmic-accountability-auditability.md", "skill": "ms-ai-governance", "stratum": "volatile", "claim": "Enterprise AI apps inkluderer Foundry, Entra-apper, Anthropic Claude (Enterprise), ChatGPT Enterprise; tredjeparts som Other AI apps", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/purview/ai-microsoft-purview", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Purview-app-kategoriene matcher eksakt." }, { "id": "ms-ai-governance/responsible-ai/algorithmic-accountability-auditability.md#2", "file": "skills/ms-ai-governance/references/responsible-ai/algorithmic-accountability-auditability.md", "skill": "ms-ai-governance", "stratum": "volatile", "claim": "Application Insights 2.30 USD/GB (første 5 GB gratis)", "claim_type": "price", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Azure Monitor pris JS-rendret." }, { "id": "ms-ai-governance/responsible-ai/algorithmic-accountability-auditability.md#3", "file": "skills/ms-ai-governance/references/responsible-ai/algorithmic-accountability-auditability.md", "skill": "ms-ai-governance", "stratum": "volatile", "claim": "M365 E5 Compliance 12 USD/bruker/måned", "claim_type": "price", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Lisenspris ikke på hentbar Learn-side." }, { "id": "ms-ai-governance/responsible-ai/algorithmic-accountability-auditability.md#4", "file": "skills/ms-ai-governance/references/responsible-ai/algorithmic-accountability-auditability.md", "skill": "ms-ai-governance", "stratum": "volatile", "claim": "Model Monitoring VM Standard_DS3_v2 ~0.17 USD/time", "claim_type": "price", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "VM-pris JS-rendret." }, { "id": "ms-ai-governance/responsible-ai/responsible-ai-training-awareness.md#1", "file": "skills/ms-ai-governance/references/responsible-ai/responsible-ai-training-awareness.md", "skill": "ms-ai-governance", "stratum": "volatile", "claim": "Implement a Responsible Generative AI Solution in Microsoft Foundry (9 units, intermediate)", "claim_type": "status", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/training/modules/responsible-ai-studio/", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Modulnavn, 9 units, intermediate bekreftet." }, { "id": "ms-ai-governance/responsible-ai/responsible-ai-training-awareness.md#2", "file": "skills/ms-ai-governance/references/responsible-ai/responsible-ai-training-awareness.md", "skill": "ms-ai-governance", "stratum": "volatile", "claim": "AI-cert (AI-900, AI-102) har ikke formell utløpsdato", "claim_type": "status", "verdict": "wrong", "evidence_url": "https://learn.microsoft.com/credentials/certifications/azure-ai-engineer", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "AI-102 har Renewal Frequency 12 mnd OG retires 2026-06-30. Kun AI-900 utløper ikke; å lumpe AI-102 inn er feil." }, { "id": "ms-ai-governance/responsible-ai/responsible-ai-training-awareness.md#3", "file": "skills/ms-ai-governance/references/responsible-ai/responsible-ai-training-awareness.md", "skill": "ms-ai-governance", "stratum": "volatile", "claim": "AI-900 exam 999 USD (~10000 NOK)", "claim_type": "price", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Eksamenspris ikke på credentials-side. 999 USD virker feil (typisk ~99)." }, { "id": "ms-ai-governance/responsible-ai/responsible-ai-training-awareness.md#4", "file": "skills/ms-ai-governance/references/responsible-ai/responsible-ai-training-awareness.md", "skill": "ms-ai-governance", "stratum": "volatile", "claim": "AI-102 exam 165 USD (Pearson VUE 2026)", "claim_type": "price", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Ikke på hentbar MS Learn-kilde." }, { "id": "ms-ai-governance/norwegian-public-sector-governance/digdir-principle-2-interoperability.md#1", "file": "skills/ms-ai-governance/references/norwegian-public-sector-governance/digdir-principle-2-interoperability.md", "skill": "ms-ai-governance", "stratum": "control", "claim": "Azure API Management OAuth 2.0 med Microsoft Entra ID", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/api-management/api-management-key-concepts", "lastmod_changed": false, "file_last_updated": "2026-05-01", "notes": "Entra ID-auth bekreftet." }, { "id": "ms-ai-governance/norwegian-public-sector-governance/digdir-principle-2-interoperability.md#2", "file": "skills/ms-ai-governance/references/norwegian-public-sector-governance/digdir-principle-2-interoperability.md", "skill": "ms-ai-governance", "stratum": "control", "claim": "API Center for sentralisert tracking/discovery/reuse/governance", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/api-management/api-management-key-concepts", "lastmod_changed": false, "file_last_updated": "2026-05-01", "notes": "API Center bekreftet." }, { "id": "ms-ai-governance/norwegian-public-sector-governance/digdir-principle-2-interoperability.md#3", "file": "skills/ms-ai-governance/references/norwegian-public-sector-governance/digdir-principle-2-interoperability.md", "skill": "ms-ai-governance", "stratum": "control", "claim": "Azure Logic Apps over 400 konnektorer", "claim_type": "taxonomy", "verdict": "outdated", "evidence_url": "https://learn.microsoft.com/azure/logic-apps/logic-apps-serverless-overview", "lastmod_changed": false, "file_last_updated": "2026-05-01", "notes": "Kilde: 1400+ connectors. '400+' understated/utdatert." }, { "id": "ms-ai-governance/norwegian-public-sector-governance/forvaltningsloven-ai-decisions.md#1", "file": "skills/ms-ai-governance/references/norwegian-public-sector-governance/forvaltningsloven-ai-decisions.md", "skill": "ms-ai-governance", "stratum": "control", "claim": "Microsoft Responsible AI seks prinsipper", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/machine-learning/concept-responsible-ai", "lastmod_changed": false, "file_last_updated": "2026-02-01", "notes": "Alle seks prinsippnavn samsvarer ordrett." }, { "id": "ms-ai-governance/norwegian-public-sector-governance/forvaltningsloven-ai-decisions.md#2", "file": "skills/ms-ai-governance/references/norwegian-public-sector-governance/forvaltningsloven-ai-decisions.md", "skill": "ms-ai-governance", "stratum": "control", "claim": "RAI Dashboard: model interpretability, counterfactual analysis", "claim_type": "status", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/machine-learning/concept-responsible-ai", "lastmod_changed": false, "file_last_updated": "2026-02-01", "notes": "Begge komponentene bekreftet." }, { "id": "ms-ai-governance/norwegian-public-sector-governance/forvaltningsloven-ai-decisions.md#3", "file": "skills/ms-ai-governance/references/norwegian-public-sector-governance/forvaltningsloven-ai-decisions.md", "skill": "ms-ai-governance", "stratum": "control", "claim": "Ny forvaltningslov vedtatt 20. juni 2025; automatisert saksbehandling §§11-13", "claim_type": "status", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": false, "file_last_updated": "2026-02-01", "notes": "Norsk lov (Lovdata) — utenfor MS Learn-scope. Intern-konsistent." }, { "id": "ms-ai-governance/norwegian-public-sector-governance/nsm-grunnprinsipper-ai-mapping.md#1", "file": "skills/ms-ai-governance/references/norwegian-public-sector-governance/nsm-grunnprinsipper-ai-mapping.md", "skill": "ms-ai-governance", "stratum": "control", "claim": "Microsoft cloud security benchmark v1.0 gjeldende", "claim_type": "version", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/security/benchmark/azure/security-baselines-overview", "lastmod_changed": false, "file_last_updated": "2026-02-01", "notes": "Baselines følger MCSB v1." }, { "id": "ms-ai-governance/norwegian-public-sector-governance/nsm-grunnprinsipper-ai-mapping.md#2", "file": "skills/ms-ai-governance/references/norwegian-public-sector-governance/nsm-grunnprinsipper-ai-mapping.md", "skill": "ms-ai-governance", "stratum": "control", "claim": "MCSB v3.0 også tilgjengelig for nyere baselines", "claim_type": "version", "verdict": "wrong", "evidence_url": "https://learn.microsoft.com/security/benchmark/azure/introduction", "lastmod_changed": false, "file_last_updated": "2026-02-01", "notes": "Ingen MCSB v3.0 — v1 gjeldende, v2 preview. 'v3' misviser versjonsbildet." }, { "id": "ms-ai-governance/norwegian-public-sector-governance/nsm-grunnprinsipper-ai-mapping.md#3", "file": "skills/ms-ai-governance/references/norwegian-public-sector-governance/nsm-grunnprinsipper-ai-mapping.md", "skill": "ms-ai-governance", "stratum": "control", "claim": "Content Safety og Prompt Shields GA (produksjonsklare)", "claim_type": "status", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/ai-services/content-safety/whats-new", "lastmod_changed": false, "file_last_updated": "2026-02-01", "notes": "Begge GA bekreftet." }, { "id": "ms-ai-governance/norwegian-public-sector-governance/nsm-grunnprinsipper-ai-mapping.md#4", "file": "skills/ms-ai-governance/references/norwegian-public-sector-governance/nsm-grunnprinsipper-ai-mapping.md", "skill": "ms-ai-governance", "stratum": "control", "claim": "Private Link for Azure OpenAI GA i alle regioner", "claim_type": "region", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/private-link/availability", "lastmod_changed": false, "file_last_updated": "2026-02-01", "notes": "Foundry Tools Private Link GA alle public+government regions." }, { "id": "ms-ai-governance/norwegian-public-sector-governance/nsm-grunnprinsipper-ai-mapping.md#5", "file": "skills/ms-ai-governance/references/norwegian-public-sector-governance/nsm-grunnprinsipper-ai-mapping.md", "skill": "ms-ai-governance", "stratum": "control", "claim": "NSM Grunnprinsipper IKT v2.1 (juni 2024) 4 kategorier 21 prinsipper", "claim_type": "taxonomy", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": false, "file_last_updated": "2026-02-01", "notes": "NSM-kilde utenfor MS Learn-scope. Intern konsistens OK." }, { "id": "ms-ai-governance/norwegian-public-sector-governance/accessibility-requirements-wcag-norway.md#1", "file": "skills/ms-ai-governance/references/norwegian-public-sector-governance/accessibility-requirements-wcag-norway.md", "skill": "ms-ai-governance", "stratum": "control", "claim": "Copilot Studio grafisk low-code verktøy for agenter og agent flows", "claim_type": "status", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/microsoft-copilot-studio/fundamentals-what-is-copilot-studio", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Ordrett samsvar." }, { "id": "ms-ai-governance/norwegian-public-sector-governance/accessibility-requirements-wcag-norway.md#2", "file": "skills/ms-ai-governance/references/norwegian-public-sector-governance/accessibility-requirements-wcag-norway.md", "skill": "ms-ai-governance", "stratum": "control", "claim": "Flows i to format: agent flows og Workflows (public preview)", "claim_type": "status", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/microsoft-copilot-studio/fundamentals-what-is-copilot-studio", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Begge formater + preview bekreftet." }, { "id": "ms-ai-governance/norwegian-public-sector-governance/accessibility-requirements-wcag-norway.md#3", "file": "skills/ms-ai-governance/references/norwegian-public-sector-governance/accessibility-requirements-wcag-norway.md", "skill": "ms-ai-governance", "stratum": "control", "claim": "Plattformen bruker Azure OpenAI GPT-modell", "claim_type": "version", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/microsoft-copilot-studio/fundamentals-what-is-copilot-studio", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Bekreftet." }, { "id": "ms-ai-governance/norwegian-public-sector-governance/accessibility-requirements-wcag-norway.md#4", "file": "skills/ms-ai-governance/references/norwegian-public-sector-governance/accessibility-requirements-wcag-norway.md", "skill": "ms-ai-governance", "stratum": "control", "claim": "Etter juni 2026 ikke Copilot Studio for Teams-app for klassiske chatbots", "claim_type": "status", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/microsoft-copilot-studio/fundamentals-what-is-copilot-studio", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Retirement-dato + omdirigering bekreftet ordrett." }, { "id": "ms-ai-governance/norwegian-public-sector-governance/accessibility-requirements-wcag-norway.md#5", "file": "skills/ms-ai-governance/references/norwegian-public-sector-governance/accessibility-requirements-wcag-norway.md", "skill": "ms-ai-governance", "stratum": "control", "claim": "Microsoft WCAG Compliance (ISO/IEC 40500)", "claim_type": "status", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/compliance/regulatory/offering-wcag-2-1", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "ISO/IEC 40500-kobling bekreftet." }, { "id": "ms-ai-governance/norwegian-public-sector-governance/accessibility-requirements-wcag-norway.md#6", "file": "skills/ms-ai-governance/references/norwegian-public-sector-governance/accessibility-requirements-wcag-norway.md", "skill": "ms-ai-governance", "stratum": "control", "claim": "Offentlig 48 WCAG 2.1-krav AA; privat 35", "claim_type": "taxonomy", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Norsk forskrift — utenfor MS Learn-scope." }, { "id": "ms-ai-governance/norwegian-public-sector-governance/citizen-communication-ai-decisions.md#1", "file": "skills/ms-ai-governance/references/norwegian-public-sector-governance/citizen-communication-ai-decisions.md", "skill": "ms-ai-governance", "stratum": "control", "claim": "Model Interpretability tre nivåer: global, lokal, kohort", "claim_type": "status", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/machine-learning/concept-responsible-ai", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Alle tre nivåer bekreftet." }, { "id": "ms-ai-governance/norwegian-public-sector-governance/citizen-communication-ai-decisions.md#2", "file": "skills/ms-ai-governance/references/norwegian-public-sector-governance/citizen-communication-ai-decisions.md", "skill": "ms-ai-governance", "stratum": "control", "claim": "Counterfactual What-If viser hvordan modeller reagerer på input-endringer", "claim_type": "status", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/machine-learning/concept-responsible-ai-dashboard", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Bekreftet som RAI Dashboard-komponent." }, { "id": "ms-ai-governance/norwegian-public-sector-governance/citizen-communication-ai-decisions.md#3", "file": "skills/ms-ai-governance/references/norwegian-public-sector-governance/citizen-communication-ai-decisions.md", "skill": "ms-ai-governance", "stratum": "control", "claim": "Responsible AI Scorecard konfigurerbart PDF-rapportverktøy", "claim_type": "status", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/machine-learning/concept-responsible-ai", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Alle påståtte formål bekreftet." }, { "id": "ms-ai-governance/norwegian-public-sector-governance/citizen-communication-ai-decisions.md#4", "file": "skills/ms-ai-governance/references/norwegian-public-sector-governance/citizen-communication-ai-decisions.md", "skill": "ms-ai-governance", "stratum": "control", "claim": "Text PII GA-API 2026-05-01, preview 2026-05-15-preview", "claim_type": "version", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/ai-services/language-service/personally-identifiable-information/concepts/entity-categories", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Begge versjoner bekreftet ordrett." }, { "id": "ms-ai-governance/norwegian-public-sector-governance/citizen-communication-ai-decisions.md#5", "file": "skills/ms-ai-governance/references/norwegian-public-sector-governance/citizen-communication-ai-decisions.md", "skill": "ms-ai-governance", "stratum": "control", "claim": "Dedikert kategori NOIdentityNumber for norsk fødselsnummer", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/ai-services/language-service/personally-identifiable-information/concepts/entity-categories", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "NOIdentityNumber bekreftet." }, { "id": "ms-ai-governance/norwegian-public-sector-governance/citizen-communication-ai-decisions.md#6", "file": "skills/ms-ai-governance/references/norwegian-public-sector-governance/citizen-communication-ai-decisions.md", "skill": "ms-ai-governance", "stratum": "control", "claim": "Document-based PII (.pdf/.docx/.txt), bevarer struktur, JSON-metadata, asynkron pipeline", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/ai-services/language-service/personally-identifiable-information/overview", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Kjernepåstand bekreftet ordrett." }, { "id": "ms-ai-governance/norwegian-public-sector-governance/citizen-communication-ai-decisions.md#7", "file": "skills/ms-ai-governance/references/norwegian-public-sector-governance/citizen-communication-ai-decisions.md", "skill": "ms-ai-governance", "stratum": "control", "claim": "Ressursen Azure Language in Foundry Tools; Foundry (new) eller (classic) portal", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/ai-services/language-service/personally-identifiable-information/overview", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Ressursnavn + begge portaler bekreftet." }, { "id": "ms-ai-governance/norwegian-public-sector-governance/digdir-ai-governance-structure.md#1", "file": "skills/ms-ai-governance/references/norwegian-public-sector-governance/digdir-ai-governance-structure.md", "skill": "ms-ai-governance", "stratum": "control", "claim": "Microsoft Responsible AI seks prinsipper", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/cloud-adoption-framework/ai-agents/governance-security-across-organization", "lastmod_changed": false, "file_last_updated": "2026-05-01", "notes": "Eksakt samme seks prinsipper." }, { "id": "ms-ai-governance/norwegian-public-sector-governance/digdir-ai-governance-structure.md#2", "file": "skills/ms-ai-governance/references/norwegian-public-sector-governance/digdir-ai-governance-structure.md", "skill": "ms-ai-governance", "stratum": "control", "claim": "AI CoE-ansvar: definere strategi, kompetanse, pilotprosjekter, standarder, intake, gjenbrukbare assets, måle, administrere (valgfritt)", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/cloud-adoption-framework/scenarios/ai/center-of-excellence", "lastmod_changed": false, "file_last_updated": "2026-05-01", "notes": "Ansvarstabellen matcher punkt-for-punkt." }, { "id": "ms-ai-governance/norwegian-public-sector-governance/digdir-ai-governance-structure.md#3", "file": "skills/ms-ai-governance/references/norwegian-public-sector-governance/digdir-ai-governance-structure.md", "skill": "ms-ai-governance", "stratum": "control", "claim": "Evolusjon fra sentralisert kontroll til rådgivende rolle", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/cloud-adoption-framework/scenarios/ai/center-of-excellence", "lastmod_changed": false, "file_last_updated": "2026-05-01", "notes": "Direkte bekreftet." }, { "id": "ms-ai-governance/norwegian-public-sector-governance/digdir-ai-governance-structure.md#4", "file": "skills/ms-ai-governance/references/norwegian-public-sector-governance/digdir-ai-governance-structure.md", "skill": "ms-ai-governance", "stratum": "control", "claim": "Data governance for AI Agents: isolering, tilgangsrestriksjoner, standardisering, mandatory transparency", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/cloud-adoption-framework/ai-agents/governance-security-across-organization", "lastmod_changed": false, "file_last_updated": "2026-05-01", "notes": "Alle fire elementer bekreftet direkte." }, { "id": "ms-ai-governance/norwegian-public-sector-governance/dpia-norwegian-methodology-ai.md#1", "file": "skills/ms-ai-governance/references/norwegian-public-sector-governance/dpia-norwegian-methodology-ai.md", "skill": "ms-ai-governance", "stratum": "control", "claim": "DPIA-veiledere delt i Part 1 (whether needed) og Part 2 (contents)", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/compliance/regulatory/gdpr-dpia-azure", "lastmod_changed": false, "file_last_updated": "2026-06-18", "notes": "Eksakt disse to seksjonsoverskriftene." }, { "id": "ms-ai-governance/norwegian-public-sector-governance/dpia-norwegian-methodology-ai.md#2", "file": "skills/ms-ai-governance/references/norwegian-public-sector-governance/dpia-norwegian-methodology-ai.md", "skill": "ms-ai-governance", "stratum": "control", "claim": "Azure verktøy for registrertes rettigheter: access, erasure, portability, restriction", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/compliance/regulatory/gdpr-dpia-azure", "lastmod_changed": false, "file_last_updated": "2026-06-18", "notes": "Samme fire rettigheter." }, { "id": "ms-ai-governance/norwegian-public-sector-governance/dpia-norwegian-methodology-ai.md#3", "file": "skills/ms-ai-governance/references/norwegian-public-sector-governance/dpia-norwegian-methodology-ai.md", "skill": "ms-ai-governance", "stratum": "control", "claim": "Data residency: kunder velger geografisk plassering (Norge, EU)", "claim_type": "region", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/compliance/regulatory/gdpr-dpia-azure", "lastmod_changed": false, "file_last_updated": "2026-06-18", "notes": "Bekrefter kundevalg av geografisk plassering." }, { "id": "ms-ai-governance/norwegian-public-sector-governance/dpia-norwegian-methodology-ai.md#4", "file": "skills/ms-ai-governance/references/norwegian-public-sector-governance/dpia-norwegian-methodology-ai.md", "skill": "ms-ai-governance", "stratum": "control", "claim": "Standard Contractual Clauses (SCC) for overføringer utenfor EØS", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/compliance/regulatory/gdpr-dpia-azure", "lastmod_changed": false, "file_last_updated": "2026-06-18", "notes": "SCC bekreftet under Art. 46." }, { "id": "ms-ai-governance/norwegian-public-sector-governance/gevinstrealisering-ai-projects.md#1", "file": "skills/ms-ai-governance/references/norwegian-public-sector-governance/gevinstrealisering-ai-projects.md", "skill": "ms-ai-governance", "stratum": "control", "claim": "Power Platform CoE Starter Kit vedlikeholdes ikke lenger aktivt; kjernekapabiliteter i Power Platform admin center", "claim_type": "status", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/power-platform/guidance/coe/business-value-toolkit", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Volatil deprecation bekreftet ordrett." }, { "id": "ms-ai-governance/norwegian-public-sector-governance/gevinstrealisering-ai-projects.md#2", "file": "skills/ms-ai-governance/references/norwegian-public-sector-governance/gevinstrealisering-ai-projects.md", "skill": "ms-ai-governance", "stratum": "control", "claim": "Business Value Toolkit fem-trinns storytelling-rammeverk", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/power-platform/guidance/coe/business-value-toolkit", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "De fem trinnene samsvarer eksakt." }, { "id": "ms-ai-governance/norwegian-public-sector-governance/gevinstrealisering-ai-projects.md#3", "file": "skills/ms-ai-governance/references/norwegian-public-sector-governance/gevinstrealisering-ai-projects.md", "skill": "ms-ai-governance", "stratum": "control", "claim": "DFØ/Prosjektveiviseren hovedkategorier: ytelsesforbedrende, kostnadsbesparelser, risikoreduksjon", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/power-platform/guidance/adoption/business-value", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "De tre driverne bekreftet direkte (kilden lister i tillegg en fjerde)." }, { "id": "ms-ai-governance/norwegian-public-sector-governance/gevinstrealisering-ai-projects.md#4", "file": "skills/ms-ai-governance/references/norwegian-public-sector-governance/gevinstrealisering-ai-projects.md", "skill": "ms-ai-governance", "stratum": "control", "claim": "value calculator (average cost of things) og value cards til SharePoint", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/power-platform/guidance/coe/business-value-toolkit", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Begge mekanismene bekreftet direkte." }, { "id": "ms-ai-infrastructure/bcdr/multi-region-azure-openai-deployment.md#1", "file": "skills/ms-ai-infrastructure/references/bcdr/multi-region-azure-openai-deployment.md", "skill": "ms-ai-infrastructure", "stratum": "volatile", "claim": "Norway East primær, begrenset (gpt-4o 2024-11-20)", "claim_type": "region", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure-region-availability", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Standard/Regional Norway East kun gpt-4o; korrekt i data-suverenitets-kontekst. Global Standard har bred støtte." }, { "id": "ms-ai-infrastructure/bcdr/multi-region-azure-openai-deployment.md#2", "file": "skills/ms-ai-infrastructure/references/bcdr/multi-region-azure-openai-deployment.md", "skill": "ms-ai-infrastructure", "stratum": "volatile", "claim": "Sweden Central sekundær, bred (gpt-4o, o1, gpt-35-turbo)", "claim_type": "region", "verdict": "outdated", "evidence_url": "https://learn.microsoft.com/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure-region-availability", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "RECONCILED 2026-06-30 (G5b friskhets-spot-sjekk): correct->outdated. Live (models-sold-directly-by-azure-region-availability + retirements): gpt-4o og o1 tilgjengelig i Sweden Central, men gpt-35-turbo er RETIRED (0301/0613 feb 2025; 0125/1106 fra sep 2025) og finnes ikke lenger i katalogen. Claim listet gpt-35-turbo som tilgjengelig - var sant, na utdatert. Fil-fiks (Spor 0/1): bytt gpt-35-turbo med gjeldende modell (gpt-4.1-mini/gpt-4o-mini). Judge not_grounded (R2 entitet-fravaer) var korrekt. Confidence: high." }, { "id": "ms-ai-infrastructure/bcdr/multi-region-azure-openai-deployment.md#3", "file": "skills/ms-ai-infrastructure/references/bcdr/multi-region-azure-openai-deployment.md", "skill": "ms-ai-infrastructure", "stratum": "volatile", "claim": "gpt-4o og eldre chat 1/6/1000 (kapasitetsenhet/RPM/TPM)", "claim_type": "tpm", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry-classic/openai/how-to/quota", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Matcher RPM/TPM-ratio for eldre chat." }, { "id": "ms-ai-infrastructure/bcdr/multi-region-azure-openai-deployment.md#4", "file": "skills/ms-ai-infrastructure/references/bcdr/multi-region-azure-openai-deployment.md", "skill": "ms-ai-infrastructure", "stratum": "volatile", "claim": "o1, o1-preview 1/1/6000", "claim_type": "tpm", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry-classic/openai/how-to/quota", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Eksakt match." }, { "id": "ms-ai-infrastructure/bcdr/multi-region-azure-openai-deployment.md#5", "file": "skills/ms-ai-infrastructure/references/bcdr/multi-region-azure-openai-deployment.md", "skill": "ms-ai-infrastructure", "stratum": "volatile", "claim": "o3-mini/o1-mini/o3-pro 1/1/10000; o3/o4-mini 1/1/1000", "claim_type": "tpm", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry-classic/openai/how-to/quota", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Begge rader matcher eksakt." }, { "id": "ms-ai-infrastructure/bcdr/multi-region-azure-openai-deployment.md#6", "file": "skills/ms-ai-infrastructure/references/bcdr/multi-region-azure-openai-deployment.md", "skill": "ms-ai-infrastructure", "stratum": "volatile", "claim": "Maks 30 ressurser per region; ingen per-modell deployment-grense", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry-classic/openai/how-to/quota", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Begge bekreftet ordrett." }, { "id": "ms-ai-infrastructure/bcdr/multi-region-azure-openai-deployment.md#7", "file": "skills/ms-ai-infrastructure/references/bcdr/multi-region-azure-openai-deployment.md", "skill": "ms-ai-infrastructure", "stratum": "volatile", "claim": "APIM lastbalansering round-robin/vektet/prioritet/session affinity; circuit breaker 429+Retry-After", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/api-management/backends", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Matcher backends-doc." }, { "id": "ms-ai-infrastructure/bcdr/multi-region-azure-openai-deployment.md#8", "file": "skills/ms-ai-infrastructure/references/bcdr/multi-region-azure-openai-deployment.md", "skill": "ms-ai-infrastructure", "stratum": "volatile", "claim": "PTU ~170 NOK/PTU/time; APIM Premium ~30000 NOK; Standard v2 ~8000; Front Door fra ~3500", "claim_type": "price", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "NOK-priser; Azure pris-sider JS-rendret." }, { "id": "ms-ai-infrastructure/bcdr/capacity-planning-dr-configurations.md#1", "file": "skills/ms-ai-infrastructure/references/bcdr/capacity-planning-dr-configurations.md", "skill": "ms-ai-infrastructure", "stratum": "volatile", "claim": "--sku-name ProvisionedManaged (PTU)", "claim_type": "sku", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry-classic/openai/how-to/quota", "lastmod_changed": false, "file_last_updated": "2026-02-01", "notes": "Gyldig deployment-type/SKU-navn for PTU." }, { "id": "ms-ai-infrastructure/bcdr/capacity-planning-dr-configurations.md#2", "file": "skills/ms-ai-infrastructure/references/bcdr/capacity-planning-dr-configurations.md", "skill": "ms-ai-infrastructure", "stratum": "volatile", "claim": "--model-name gpt-4o --model-version 2024-08-06", "claim_type": "version", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry-classic/openai/how-to/quota", "lastmod_changed": false, "file_last_updated": "2026-02-01", "notes": "2024-08-06 gyldig gpt-4o-versjon." }, { "id": "ms-ai-infrastructure/bcdr/capacity-planning-dr-configurations.md#3", "file": "skills/ms-ai-infrastructure/references/bcdr/capacity-planning-dr-configurations.md", "skill": "ms-ai-infrastructure", "stratum": "volatile", "claim": "AI Search 2 vs 3 replikaer: 99.9% vs 99.99% SLA", "claim_type": "status", "verdict": "wrong", "evidence_url": "https://learn.microsoft.com/azure/reliability/reliability-ai-search", "lastmod_changed": false, "file_last_updated": "2026-02-01", "notes": "AI Search SLA er 99.9%, ingen 99.99%-nivå. 2 vs 3 = lese vs lese-skrive, ikke 99.9 vs 99.99. Aldri korrekt." }, { "id": "ms-ai-infrastructure/bcdr/capacity-planning-dr-configurations.md#4", "file": "skills/ms-ai-infrastructure/references/bcdr/capacity-planning-dr-configurations.md", "skill": "ms-ai-infrastructure", "stratum": "volatile", "claim": "Kostnadsprofiler: Active-Active 100%, Warm Standby 25-40%, Cold 5-10%", "claim_type": "price", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": false, "file_last_updated": "2026-02-01", "notes": "WAF DR gir kvalitativ veiledning, ikke disse prosentene." }, { "id": "ms-ai-infrastructure/bcdr/capacity-planning-dr-configurations.md#5", "file": "skills/ms-ai-infrastructure/references/bcdr/capacity-planning-dr-configurations.md", "skill": "ms-ai-infrastructure", "stratum": "volatile", "claim": "Azure OpenAI-kvoter regionsspesifikke; pre-allokér kapasitet i DR-region", "claim_type": "status", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry-classic/how-to/high-availability-resiliency", "lastmod_changed": false, "file_last_updated": "2026-02-01", "notes": "Kvotefeil i failover-region kjent feilmodus med pre-allokering som fix." }, { "id": "ms-ai-infrastructure/bcdr/cost-analysis-dr-configurations.md#1", "file": "skills/ms-ai-infrastructure/references/bcdr/cost-analysis-dr-configurations.md", "skill": "ms-ai-infrastructure", "stratum": "volatile", "claim": "Reserved Instances besparelser App Service P3v3 35%/55%; AI Search S1 35%/55%; PTU(50) 30%; Redis P1 30%/50%", "claim_type": "price", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": false, "file_last_updated": "2026-04-01", "notes": "RI-% per SKU; pris/RI-sider JS-rendret." }, { "id": "ms-ai-infrastructure/bcdr/cost-analysis-dr-configurations.md#2", "file": "skills/ms-ai-infrastructure/references/bcdr/cost-analysis-dr-configurations.md", "skill": "ms-ai-infrastructure", "stratum": "volatile", "claim": "Cross-region bandwidth intra-Europa ~0.70 NOK/GB", "claim_type": "price", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": false, "file_last_updated": "2026-04-01", "notes": "Bandwidth-pris JS-rendret." }, { "id": "ms-ai-infrastructure/bcdr/cost-analysis-dr-configurations.md#3", "file": "skills/ms-ai-infrastructure/references/bcdr/cost-analysis-dr-configurations.md", "skill": "ms-ai-infrastructure", "stratum": "volatile", "claim": "Azure Savings Plans 1-år/3-år commitment, fleksibel på tvers av regioner", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/cost-management-billing/savings-plan/decide-between-savings-plan-reservation", "lastmod_changed": false, "file_last_updated": "2026-04-01", "notes": "1/3-års commitment på tvers av alle regioner bekreftet." }, { "id": "ms-ai-infrastructure/bcdr/network-resilience-patterns-ai.md#1", "file": "skills/ms-ai-infrastructure/references/bcdr/network-resilience-patterns-ai.md", "skill": "ms-ai-infrastructure", "stratum": "volatile", "claim": "Azure Front Door DDoS Protection Standard", "claim_type": "taxonomy", "verdict": "outdated", "evidence_url": "https://learn.microsoft.com/azure/ddos-protection/ddos-protection-overview", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Gjeldende navn: DDoS Network Protection / DDoS IP Protection. 'Standard'-navnet avløst." }, { "id": "ms-ai-infrastructure/bcdr/network-resilience-patterns-ai.md#2", "file": "skills/ms-ai-infrastructure/references/bcdr/network-resilience-patterns-ai.md", "skill": "ms-ai-infrastructure", "stratum": "volatile", "claim": "NSG service tag CognitiveServicesManagement", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/virtual-network/service-tags-overview", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Gyldig service tag, fortsatt i bruk." }, { "id": "ms-ai-infrastructure/bcdr/network-resilience-patterns-ai.md#3", "file": "skills/ms-ai-infrastructure/references/bcdr/network-resilience-patterns-ai.md", "skill": "ms-ai-infrastructure", "stratum": "volatile", "claim": "NSG service tag AzureCognitiveSearch", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/virtual-network/service-tags-overview", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Service tag-navnet uendret tross rebrand. Korrekt." }, { "id": "ms-ai-infrastructure/bcdr/network-resilience-patterns-ai.md#4", "file": "skills/ms-ai-infrastructure/references/bcdr/network-resilience-patterns-ai.md", "skill": "ms-ai-infrastructure", "stratum": "volatile", "claim": "Circuit Breaker + Retry exponential backoff obligatorisk for alle Azure AI API-kall", "claim_type": "status", "verdict": "wrong", "evidence_url": "https://learn.microsoft.com/azure/foundry-classic/openai/how-to/quota", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "RECONCILED 2026-06-30 (G5b friskhets-spot-sjekk): correct->wrong. Live (foundry-classic/openai/how-to/quota): MS rammer dette som \"Rate limit best practices\" / \"recommended\", ikke obligatorisk; circuit breaker nevnes kun som valgfritt avansert Polly-monster. Claim \"obligatorisk for alle Azure AI API-kall\" overdriver modaliteten (anbefalt -> palagt) og omfanget (alle kall). Monstrene er reelle MS-anbefalinger, men \"obligatorisk\" er ikke grunnet. Fil-fiks (Spor 0/1): bytt \"obligatorisk\" med \"anbefalt\". Judge not_grounded (R6) var korrekt. Confidence: medium (modalitets-overdrivelse)." }, { "id": "ms-ai-infrastructure/bcdr/service-level-documentation-dr.md#1", "file": "skills/ms-ai-infrastructure/references/bcdr/service-level-documentation-dr.md", "skill": "ms-ai-infrastructure", "stratum": "volatile", "claim": "Azure OpenAI inference api-version=2024-10-21", "claim_type": "version", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/ai-foundry/openai/api-version-lifecycle", "lastmod_changed": false, "file_last_updated": "2026-02-01", "notes": "2024-10-21 er gjeldende GA data-plane API-versjon." }, { "id": "ms-ai-infrastructure/bcdr/service-level-documentation-dr.md#2", "file": "skills/ms-ai-infrastructure/references/bcdr/service-level-documentation-dr.md", "skill": "ms-ai-infrastructure", "stratum": "volatile", "claim": "Azure AI Search api-version=2024-07-01", "claim_type": "version", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/rest/api/searchservice/search-service-api-versions", "lastmod_changed": false, "file_last_updated": "2026-02-01", "notes": "Gyldig stabil versjon (ikke nyeste, men filen påstår ikke det)." }, { "id": "ms-ai-infrastructure/bcdr/service-level-documentation-dr.md#3", "file": "skills/ms-ai-infrastructure/references/bcdr/service-level-documentation-dr.md", "skill": "ms-ai-infrastructure", "stratum": "volatile", "claim": "App Service plan --sku P3v3 / P2v3", "claim_type": "sku", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/app-service/app-service-configure-premium-v3-tier", "lastmod_changed": false, "file_last_updated": "2026-02-01", "notes": "P3V3/P2V3 gyldige Premium V3-SKUer." }, { "id": "ms-ai-infrastructure/bcdr/service-level-documentation-dr.md#4", "file": "skills/ms-ai-infrastructure/references/bcdr/service-level-documentation-dr.md", "skill": "ms-ai-infrastructure", "stratum": "volatile", "claim": "Azure AI Search dual-indexing DR, ingen built-in cross-region", "claim_type": "status", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/reliability/reliability-ai-search", "lastmod_changed": false, "file_last_updated": "2026-02-01", "notes": "AI Search single-region; manuell multi-region matcher MS-veiledning. RTO 15 min illustrativ.", "consistency_waiver": "G3: 'RTO 15 min illustrativ' er en note-aside om et tidstall utenfor den vurderte claim-en (claim = 'ingen built-in cross-region', grunnet mot reliability-ai-search). Kapabiliteten korrekt; ikke FP1." }, { "id": "ms-ai-infrastructure/bcdr/service-level-documentation-dr.md#5", "file": "skills/ms-ai-infrastructure/references/bcdr/service-level-documentation-dr.md", "skill": "ms-ai-infrastructure", "stratum": "volatile", "claim": "Azure Key Vault MS-managed failover (RTO/RPO Auto)", "claim_type": "status", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/how-to/high-availability-resiliency", "lastmod_changed": false, "file_last_updated": "2026-02-01", "notes": "Key Vault auto regional failover bekreftet." }, { "id": "ms-ai-infrastructure/bcdr/service-level-documentation-dr.md#6", "file": "skills/ms-ai-infrastructure/references/bcdr/service-level-documentation-dr.md", "skill": "ms-ai-infrastructure", "stratum": "volatile", "claim": "Cosmos DB multi-region writes (RTO/RPO ~0)", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/cosmos-db/continuous-backup-restore-introduction", "lastmod_changed": false, "file_last_updated": "2026-02-01", "notes": "Multi-write reell active-active; ~0-tall illustrative men kapabiliteten korrekt.", "consistency_waiver": "G3/FP5 (Spor 2b reconciled): multi-region-write active-active grunnet (cosmos-db/distribute-data-globally); '~0'-RTO/RPO-tall illustrative, ikke kilde-siterte. Kapabilitet korrekt — behold correct." }, { "id": "ms-ai-infrastructure/bcdr/service-level-documentation-dr.md#7", "file": "skills/ms-ai-infrastructure/references/bcdr/service-level-documentation-dr.md", "skill": "ms-ai-infrastructure", "stratum": "volatile", "claim": "App Configuration geo-replication DR", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/azure-app-configuration/concept-disaster-recovery", "lastmod_changed": false, "file_last_updated": "2026-02-01", "notes": "Geo-replication reell GA-funksjon." }, { "id": "ms-ai-infrastructure/bcdr/ai-foundry-disaster-recovery-planning.md#1", "file": "skills/ms-ai-infrastructure/references/bcdr/ai-foundry-disaster-recovery-planning.md", "skill": "ms-ai-infrastructure", "stratum": "volatile", "claim": "Foundry tilbyr ikke automatisk failover/DR ut av boksen (MS-dokumentert)", "claim_type": "status", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/how-to/high-availability-resiliency", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Direkte bekreftet." }, { "id": "ms-ai-infrastructure/bcdr/ai-foundry-disaster-recovery-planning.md#2", "file": "skills/ms-ai-infrastructure/references/bcdr/ai-foundry-disaster-recovery-planning.md", "skill": "ms-ai-infrastructure", "stratum": "volatile", "claim": "Samtalehistorikk Cosmos DB enterprise_memory; Cosmos DB PITR", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/how-to/high-availability-resiliency", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "enterprise_memory korrekt MS-dokumentert navn." }, { "id": "ms-ai-infrastructure/bcdr/ai-foundry-disaster-recovery-planning.md#3", "file": "skills/ms-ai-infrastructure/references/bcdr/ai-foundry-disaster-recovery-planning.md", "skill": "ms-ai-infrastructure", "stratum": "volatile", "claim": "Cosmos DB continuous backup --continuous-tier Continuous30Days (30-dagers PITR)", "claim_type": "sku", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/how-to/high-availability-resiliency", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Continuous30Days gyldig tier." }, { "id": "ms-ai-infrastructure/bcdr/ai-foundry-disaster-recovery-planning.md#4", "file": "skills/ms-ai-infrastructure/references/bcdr/ai-foundry-disaster-recovery-planning.md", "skill": "ms-ai-infrastructure", "stratum": "volatile", "claim": "Storage GZRS anbefalt for produksjon", "claim_type": "sku", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/how-to/high-availability-resiliency", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "GZRS-anbefaling matcher MS-veiledning." }, { "id": "ms-ai-infrastructure/bcdr/ai-foundry-disaster-recovery-planning.md#5", "file": "skills/ms-ai-infrastructure/references/bcdr/ai-foundry-disaster-recovery-planning.md", "skill": "ms-ai-infrastructure", "stratum": "volatile", "claim": "Cosmos DB Service-Managed Failover bytter skriveregion automatisk", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/how-to/high-availability-resiliency", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Verbatim bekreftet." }, { "id": "ms-ai-infrastructure/bcdr/ai-foundry-disaster-recovery-planning.md#6", "file": "skills/ms-ai-infrastructure/references/bcdr/ai-foundry-disaster-recovery-planning.md", "skill": "ms-ai-infrastructure", "stratum": "volatile", "claim": "Azure Key Vault auto-failover til sekundær", "claim_type": "status", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/how-to/high-availability-resiliency", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Bekreftet." }, { "id": "ms-ai-infrastructure/bcdr/ai-foundry-disaster-recovery-planning.md#7", "file": "skills/ms-ai-infrastructure/references/bcdr/ai-foundry-disaster-recovery-planning.md", "skill": "ms-ai-infrastructure", "stratum": "volatile", "claim": "Azure Container Registry geo-replikering (konfigurer)", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/how-to/high-availability-resiliency", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "ACR kunde-aktivert geo-replication matcher shared-responsibility." }, { "id": "ms-ai-infrastructure/bcdr/ai-foundry-disaster-recovery-planning.md#8", "file": "skills/ms-ai-infrastructure/references/bcdr/ai-foundry-disaster-recovery-planning.md", "skill": "ms-ai-infrastructure", "stratum": "volatile", "claim": "Microsoft Foundry tidligere Azure AI Studio / Azure Machine Learning", "claim_type": "taxonomy", "verdict": "wrong", "evidence_url": "https://learn.microsoft.com/azure/foundry/what-is-foundry", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Brand-evolusjon: Azure AI Studio -> Azure AI Foundry -> Microsoft Foundry. Azure ML er IKKE tidligere navn (egen tjeneste). Konflatering feil." }, { "id": "ms-ai-infrastructure/bcdr/ai-foundry-disaster-recovery-planning.md#9", "file": "skills/ms-ai-infrastructure/references/bcdr/ai-foundry-disaster-recovery-planning.md", "skill": "ms-ai-infrastructure", "stratum": "volatile", "claim": "Global training (Public Preview) rimeligere, ingen datasuverenitet; bruk regional i Norway East/Sweden Central", "claim_type": "status", "verdict": "outdated", "evidence_url": "https://learn.microsoft.com/azure/ai-foundry/openai/concepts/models", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "RECONCILED 2026-06-30 (Spor 2b): correct->outdated. Live (openai/concepts/models): Global training har INGEN egen \"Public Preview\"-status - tilbys for GA-modeller (gpt-4o/gpt-4.1 m.fl. = GA). \"billigere\" + \"ingen residency\" stemmer. MEN Norway East er listet som en GLOBAL trenings-region (uten residency), ikke en regional/residency-region - sa \"bruk regional i Norway East for residency\" er feil (Standard fine-tuning-regioner: North Central US/Sweden Central/East US 2). Fil-fiks: fjern \"(Public Preview)\", rett Norway-East-anbefalingen. Judge not_grounded var defensibel." }, { "id": "ms-ai-security/cost-optimization/gpt5-gpt41-pricing-models.md#1", "file": "skills/ms-ai-security/references/cost-optimization/gpt5-gpt41-pricing-models.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "gpt-4.1 (Global) $2.00/$8.00 per 1M", "claim_type": "price", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": false, "file_last_updated": "2026-06-01", "notes": "Azure pris-side JS-rendret. Content Understanding viser $2/$8 men eksplisitt 'illustration only'. 4:1-ratio bekrefter relasjon, ikke absoluttverdi." }, { "id": "ms-ai-security/cost-optimization/gpt5-gpt41-pricing-models.md#2", "file": "skills/ms-ai-security/references/cost-optimization/gpt5-gpt41-pricing-models.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "gpt-4.1-mini (Global) $0.40/$1.60 per 1M", "claim_type": "price", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": false, "file_last_updated": "2026-06-01", "notes": "Content Understanding-tall eksplisitt illustrasjon; ingen autoritativ hentbar prisside." }, { "id": "ms-ai-security/cost-optimization/gpt5-gpt41-pricing-models.md#3", "file": "skills/ms-ai-security/references/cost-optimization/gpt5-gpt41-pricing-models.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "gpt-5 (Global) $1.25/$10.00 (cached $0.125)", "claim_type": "price", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": false, "file_last_updated": "2026-06-01", "notes": "Filens kilde OpenAI/WebSearch ikke MS Learn. 8:1-ratio = relasjon, ikke absoluttverdi." }, { "id": "ms-ai-security/cost-optimization/gpt5-gpt41-pricing-models.md#4", "file": "skills/ms-ai-security/references/cost-optimization/gpt5-gpt41-pricing-models.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "gpt-5 PTU 4750 input TPM/PTU; gpt-4.1 3000", "claim_type": "tpm", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/provisioned-throughput-sizing", "lastmod_changed": false, "file_last_updated": "2026-06-01", "notes": "Direkte bekreftet i sizing-tabellen." }, { "id": "ms-ai-security/cost-optimization/gpt5-gpt41-pricing-models.md#5", "file": "skills/ms-ai-security/references/cost-optimization/gpt5-gpt41-pricing-models.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "gpt-4.1 1 output=4 input; gpt-5 1 output=8 input", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/provisioned-throughput-sizing", "lastmod_changed": false, "file_last_updated": "2026-06-01", "notes": "Output-to-input-ratio direkte bekreftet." }, { "id": "ms-ai-security/cost-optimization/gpt5-gpt41-pricing-models.md#6", "file": "skills/ms-ai-security/references/cost-optimization/gpt5-gpt41-pricing-models.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "Copilot Credits-klassifisering gpt-4.1-mini Basic, gpt-4.1 Standard, gpt-5-reasoning Premium m.fl.", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/microsoft-copilot-studio/prompt-model-settings", "lastmod_changed": false, "file_last_updated": "2026-06-01", "notes": "Hele lineupen matcher tabellen eksakt. Filen sier Claude 4.5; siden viser 4.6 (mindre drift)." }, { "id": "ms-ai-security/cost-optimization/gpt5-gpt41-pricing-models.md#7", "file": "skills/ms-ai-security/references/cost-optimization/gpt5-gpt41-pricing-models.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "GPT-5 fire tenkningsnivåer (Minimal/Low/Medium/High); parallelle verktøykall ikke ved Minimal", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/foundry-models/how-to/model-choice-guide", "lastmod_changed": false, "file_last_updated": "2026-06-01", "notes": "Nivå-navn + Minimal-begrensning bekreftet." }, { "id": "ms-ai-security/cost-optimization/gpt5-gpt41-pricing-models.md#8", "file": "skills/ms-ai-security/references/cost-optimization/gpt5-gpt41-pricing-models.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "Batch API 50% rabatt på Global Standard", "claim_type": "price", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": false, "file_last_updated": "2026-06-01", "notes": "Batch-rabatt finnes (relasjon) men ingen hentbar side oppgir 50%-tallet." }, { "id": "ms-ai-security/cost-optimization/ptu-vs-paygo-economics.md#1", "file": "skills/ms-ai-security/references/cost-optimization/ptu-vs-paygo-economics.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "Tre provisioned deployment-typer: Global/Data Zone/Regional Provisioned", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/concepts/provisioned-throughput", "lastmod_changed": false, "file_last_updated": "2026-06-01", "notes": "SKU-navn og routing bekreftet." }, { "id": "ms-ai-security/cost-optimization/ptu-vs-paygo-economics.md#2", "file": "skills/ms-ai-security/references/cost-optimization/ptu-vs-paygo-economics.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "Fire deployment-kategorier: Standard, Priority processing, Provisioned, Batch", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/concepts/provisioned-throughput", "lastmod_changed": false, "file_last_updated": "2026-06-01", "notes": "Fire-kategori-taksonomi bekreftet." }, { "id": "ms-ai-security/cost-optimization/ptu-vs-paygo-economics.md#3", "file": "skills/ms-ai-security/references/cost-optimization/ptu-vs-paygo-economics.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "Min PTU GPT-4o 50/15, GPT-4o-mini 25/15, DeepSeek-R1 100 global/ingen regional", "claim_type": "tpm", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/provisioned-throughput-sizing", "lastmod_changed": false, "file_last_updated": "2026-06-01", "notes": "Alle tre min-PTU-verdier bekreftet." }, { "id": "ms-ai-security/cost-optimization/ptu-vs-paygo-economics.md#4", "file": "skills/ms-ai-security/references/cost-optimization/ptu-vs-paygo-economics.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "GPT-5 4750 input TPM per PTU", "claim_type": "tpm", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/provisioned-throughput-sizing", "lastmod_changed": false, "file_last_updated": "2026-06-01", "notes": "Direkte bekreftet." }, { "id": "ms-ai-security/cost-optimization/ptu-vs-paygo-economics.md#5", "file": "skills/ms-ai-security/references/cost-optimization/ptu-vs-paygo-economics.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "Spillover (GA) alle Azure OpenAI PTU; ikke Foundry-modeller fra andre (DeepSeek, Llama)", "claim_type": "status", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/concepts/provisioned-throughput", "lastmod_changed": false, "file_last_updated": "2026-06-01", "notes": "Spillover + leverandør-unntak bekreftet." }, { "id": "ms-ai-security/cost-optimization/ptu-vs-paygo-economics.md#6", "file": "skills/ms-ai-security/references/cost-optimization/ptu-vs-paygo-economics.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "Provisioned-Managed Utilization V2-metrikk; HTTP 429 ved 100%", "claim_type": "taxonomy", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": false, "file_last_updated": "2026-06-01", "notes": "Metrikk-navnet ikke på de hentede PTU-sidene; 429 bekreftes indirekte, navnet selv unsourced." }, { "id": "ms-ai-security/cost-optimization/deterministic-cost-calculation-model.md#1", "file": "skills/ms-ai-security/references/cost-optimization/deterministic-cost-calculation-model.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "GPT-5 $1.25/$0.125/$10.00 per 1M", "claim_type": "price", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": null, "file_last_updated": null, "notes": "Kilde OpenAI/WebSearch. 8:1-ratio delvis støtte, ikke absoluttverdi." }, { "id": "ms-ai-security/cost-optimization/deterministic-cost-calculation-model.md#2", "file": "skills/ms-ai-security/references/cost-optimization/deterministic-cost-calculation-model.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "GPT-4o $2.50/$1.25/$10.00 per 1M", "claim_type": "price", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": null, "file_last_updated": null, "notes": "Azure pris-side JS-rendret." }, { "id": "ms-ai-security/cost-optimization/deterministic-cost-calculation-model.md#3", "file": "skills/ms-ai-security/references/cost-optimization/deterministic-cost-calculation-model.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "GPT-4o-mini $0.15/$0.075/$0.60 per 1M", "claim_type": "price", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": null, "file_last_updated": null, "notes": "Pris-side ikke hentbar." }, { "id": "ms-ai-security/cost-optimization/deterministic-cost-calculation-model.md#4", "file": "skills/ms-ai-security/references/cost-optimization/deterministic-cost-calculation-model.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "GPT-4.1 $2.00/$0.50/$8.00 per 1M", "claim_type": "price", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": null, "file_last_updated": null, "notes": "Content Understanding illustrativt; 4:1 delvis støtte. Absoluttverdi unsourced." }, { "id": "ms-ai-security/cost-optimization/deterministic-cost-calculation-model.md#5", "file": "skills/ms-ai-security/references/cost-optimization/deterministic-cost-calculation-model.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "Copilot Studio PAYG $0.01 per Copilot Credit", "claim_type": "price", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": null, "file_last_updated": null, "notes": "billing-licensing bekrefter mekanisme men ikke $0.01-raten (Licensing Guide PDF)." }, { "id": "ms-ai-security/cost-optimization/deterministic-cost-calculation-model.md#6", "file": "skills/ms-ai-security/references/cost-optimization/deterministic-cost-calculation-model.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "Capacity Pack $200/måned = 25000 Copilot Credits", "claim_type": "price", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": null, "file_last_updated": null, "notes": "billing-licensing nevner ikke $200 eller 25000/pack (ekstern Licensing Guide)." }, { "id": "ms-ai-security/cost-optimization/deterministic-cost-calculation-model.md#7", "file": "skills/ms-ai-security/references/cost-optimization/deterministic-cost-calculation-model.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "M365 Copilot (Enterprise) $30.00/bruker/måned", "claim_type": "price", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/partner-center/announcements/2025-november", "lastmod_changed": null, "file_last_updated": null, "notes": "Partner Center bekrefter $30 for nåværende Copilot-SKU." }, { "id": "ms-ai-security/cost-optimization/deterministic-cost-calculation-model.md#8", "file": "skills/ms-ai-security/references/cost-optimization/deterministic-cost-calculation-model.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "M365 Copilot Business (SMB) $21.00/bruker/måned (maks 300)", "claim_type": "price", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/partner-center/announcements/2025-november", "lastmod_changed": null, "file_last_updated": null, "notes": "Direkte bekreftet." }, { "id": "ms-ai-security/cost-optimization/deterministic-cost-calculation-model.md#9", "file": "skills/ms-ai-security/references/cost-optimization/deterministic-cost-calculation-model.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "Fra 2025-09-01 Copilot Credits erstattet messages; antall/pack og PAYG-rate uendret", "claim_type": "status", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/microsoft-copilot-studio/billing-licensing", "lastmod_changed": null, "file_last_updated": null, "notes": "Direkte bekreftet ordrett." }, { "id": "ms-ai-security/cost-optimization/model-selection-price-performance.md#1", "file": "skills/ms-ai-security/references/cost-optimization/model-selection-price-performance.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "GPT-5 (juni 2026) $1.25/$10.00 (cached $0.125)", "claim_type": "price", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": false, "file_last_updated": "2026-06-01", "notes": "Ingen hentbar side oppgir absoluttverdien. 8:1-ratio delvis støtte." }, { "id": "ms-ai-security/cost-optimization/model-selection-price-performance.md#2", "file": "skills/ms-ai-security/references/cost-optimization/model-selection-price-performance.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "GPT-4.1 ~$2.00/~$8.00", "claim_type": "price", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": false, "file_last_updated": "2026-06-01", "notes": "Kun illustrativt + 4:1-ratio; ingen autoritativ prisverdi." }, { "id": "ms-ai-security/cost-optimization/model-selection-price-performance.md#3", "file": "skills/ms-ai-security/references/cost-optimization/model-selection-price-performance.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "GPT-4o mini ~$0.15/~$0.60", "claim_type": "price", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": false, "file_last_updated": "2026-06-01", "notes": "Selv merket eksempel; pris-side ikke hentbar." }, { "id": "ms-ai-security/cost-optimization/model-selection-price-performance.md#4", "file": "skills/ms-ai-security/references/cost-optimization/model-selection-price-performance.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "1 PTU ~5400 input tokens/min o4-mini; ~3000 GPT-4.1", "claim_type": "tpm", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/provisioned-throughput-sizing", "lastmod_changed": false, "file_last_updated": "2026-06-01", "notes": "Begge TPM/PTU-verdier bekreftet." }, { "id": "ms-ai-security/cost-optimization/model-selection-price-performance.md#5", "file": "skills/ms-ai-security/references/cost-optimization/model-selection-price-performance.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "Fine-tuning hosting $1.70/time (Standard/Global Standard)", "claim_type": "price", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/fine-tuning-cost-management", "lastmod_changed": false, "file_last_updated": "2026-06-01", "notes": "Hosting-fee $1.70/time angitt som definerende rate, ikke regne-eksempel." }, { "id": "ms-ai-security/cost-optimization/model-selection-price-performance.md#6", "file": "skills/ms-ai-security/references/cost-optimization/model-selection-price-performance.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "GPT-5 fire reasoning-nivåer (Minimal, Low, Medium default, High)", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/foundry-models/how-to/model-choice-guide", "lastmod_changed": false, "file_last_updated": "2026-06-01", "notes": "Direkte bekreftet." }, { "id": "ms-ai-security/cost-optimization/model-selection-price-performance.md#7", "file": "skills/ms-ai-security/references/cost-optimization/model-selection-price-performance.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "Model Router opptil 60% kostnadsreduksjon", "claim_type": "status", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/foundry-models/how-to/model-choice-guide", "lastmod_changed": false, "file_last_updated": "2026-06-01", "notes": "60%-besparelsen direkte bekreftet." }, { "id": "ms-ai-security/cost-optimization/model-selection-price-performance.md#8", "file": "skills/ms-ai-security/references/cost-optimization/model-selection-price-performance.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "Model Router er GA-funksjonalitet i Microsoft Foundry", "claim_type": "status", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/foundry-models/how-to/model-choice-guide", "lastmod_changed": false, "file_last_updated": "2026-06-01", "notes": "RECONCILED 2026-06-30 (G5 friskhets-mikropass): outdated->correct. Model Router gikk GA nov 2025: whats-new-model-router har 'Model router GA version', kanonisk concept-side (foundry/openai/concepts/model-router) titulerer uten '(preview)' og lister v2025-11-18 som 'Active (latest)'. Gull var stale - basert pa en utdatert '(preview)'-lenkelabel pa siteringssiden (model-choice-guide); resterende '(preview)' gjelder enkelt-modeller (grok/DeepSeek/Claude-fotnoter), ikke ruter-tjenesten. v3 grounded (R7, fulgte til kanonisk side) var korrekt." }, { "id": "ms-ai-security/cost-optimization/model-selection-price-performance.md#9", "file": "skills/ms-ai-security/references/cost-optimization/model-selection-price-performance.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "AI Builder default GPT-4o-mini for generative (per des 2024)", "claim_type": "version", "verdict": "outdated", "evidence_url": "https://learn.microsoft.com/microsoft-copilot-studio/prompt-model-settings", "lastmod_changed": false, "file_last_updated": "2026-06-01", "notes": "Default nå GPT-4.1 mini; GPT-4o/4o-mini kun US government. Utdatert." }, { "id": "ms-ai-security/cost-optimization/multi-model-strategy-costs.md#1", "file": "skills/ms-ai-security/references/cost-optimization/multi-model-strategy-costs.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "Model Router 2025-11-18 (GA)", "claim_type": "version", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/concepts/model-router", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "2025-11-18 gjeldende versjon." }, { "id": "ms-ai-security/cost-optimization/multi-model-strategy-costs.md#2", "file": "skills/ms-ai-security/references/cost-optimization/multi-model-strategy-costs.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "opptil 18 underliggende modeller", "claim_type": "taxonomy", "verdict": "outdated", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/concepts/model-router", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "2025-11-18 lister nå ~28 modeller. 18 foreldet (in-place oppdatering)." }, { "id": "ms-ai-security/cost-optimization/multi-model-strategy-costs.md#3", "file": "skills/ms-ai-security/references/cost-optimization/multi-model-strategy-costs.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "Rate limits Default/Enterprise GlobalStandard 250/250000, Enterprise 400/400000; DataZone 150/150000", "claim_type": "tpm", "verdict": "outdated", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/concepts/model-router", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Nå tier-basert (Tier 1-6). Default/Enterprise-struktur erstattet av Quota Tiers." }, { "id": "ms-ai-security/cost-optimization/multi-model-strategy-costs.md#4", "file": "skills/ms-ai-security/references/cost-optimization/multi-model-strategy-costs.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "gpt-4.1-nano 59400 input TPM/PTU", "claim_type": "tpm", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/provisioned-throughput-sizing", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Bekreftet." }, { "id": "ms-ai-security/cost-optimization/multi-model-strategy-costs.md#5", "file": "skills/ms-ai-security/references/cost-optimization/multi-model-strategy-costs.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "gpt-5 4750; gpt-5-mini 23750; o4-mini 5400 input TPM/PTU", "claim_type": "tpm", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/provisioned-throughput-sizing", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Bekreftet." }, { "id": "ms-ai-security/cost-optimization/multi-model-strategy-costs.md#6", "file": "skills/ms-ai-security/references/cost-optimization/multi-model-strategy-costs.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "Model Router regional: East US 2, Sweden Central", "claim_type": "region", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/concepts/model-router", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Begge regioner bekreftet." }, { "id": "ms-ai-security/cost-optimization/multi-model-strategy-costs.md#7", "file": "skills/ms-ai-security/references/cost-optimization/multi-model-strategy-costs.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "PAYG pristabell gpt-5 $1.25/$10; gpt-4o $2.50/$10; gpt-4.1-nano $0.10/$0.40", "claim_type": "price", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "models-sold-directly inneholder ingen USD-priser; pris JS-rendret. Ratio bekrefter ikke absolutte tall." }, { "id": "ms-ai-security/cost-optimization/multi-model-strategy-costs.md#8", "file": "skills/ms-ai-security/references/cost-optimization/multi-model-strategy-costs.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "Balanced default 1-2% kvalitetsrange; Cost 5-6%", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/concepts/model-router", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Routing-modi og kvalitetsbånd bekreftet ordrett." }, { "id": "ms-ai-security/cost-optimization/azure-ai-foundry-cost-governance.md#1", "file": "skills/ms-ai-security/references/cost-optimization/azure-ai-foundry-cost-governance.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "Foundry RBAC-roller omdøpt: Azure AI User->Foundry User osv.", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/concepts/rbac-foundry", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Bekreftet eksakt inkl. uendrede rolle-IDer." }, { "id": "ms-ai-security/cost-optimization/azure-ai-foundry-cost-governance.md#2", "file": "skills/ms-ai-security/references/cost-optimization/azure-ai-foundry-cost-governance.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "Foundry Tools -> Foundry resource (AIServices)", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/concepts/manage-costs", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "CognitiveServices-konto AIServices-kind = Foundry resource." }, { "id": "ms-ai-security/cost-optimization/azure-ai-foundry-cost-governance.md#3", "file": "skills/ms-ai-security/references/cost-optimization/azure-ai-foundry-cost-governance.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "Azure Owner/Contributor kun management; build krever Foundry User/Owner", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/ai-services/multi-service-resource", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Bekreftet." }, { "id": "ms-ai-security/cost-optimization/azure-ai-foundry-cost-governance.md#4", "file": "skills/ms-ai-security/references/cost-optimization/azure-ai-foundry-cost-governance.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "Azure OpenAI ikke hard limit enforcement; budgets varsler ikke stopper", "claim_type": "status", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/concepts/manage-costs", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Bekreftet ordrett." }, { "id": "ms-ai-security/cost-optimization/azure-ai-foundry-cost-governance.md#5", "file": "skills/ms-ai-security/references/cost-optimization/azure-ai-foundry-cost-governance.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "Dynamic Quota (Preview) ingen takgrense", "claim_type": "status", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry-classic/openai/how-to/dynamic-quota", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Preview + ingen takgrense bekreftet." }, { "id": "ms-ai-security/cost-optimization/azure-ai-foundry-cost-governance.md#6", "file": "skills/ms-ai-security/references/cost-optimization/azure-ai-foundry-cost-governance.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "Model Quota (TPM) varierer per tier 150K-30M", "claim_type": "tpm", "verdict": "outdated", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/quotas-limits", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Nå Quota Tiers (Free + Tier 1-6) opp til 225M. 150K-30M foreldet." }, { "id": "ms-ai-security/cost-optimization/azure-ai-foundry-cost-governance.md#7", "file": "skills/ms-ai-security/references/cost-optimization/azure-ai-foundry-cost-governance.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "Serverless API Quota 200K TPM, 1K RPM per deployment", "claim_type": "tpm", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Ingen hentbar side oppgir serverless 200K/1K default." }, { "id": "ms-ai-security/cost-optimization/azure-ai-foundry-cost-governance.md#8", "file": "skills/ms-ai-security/references/cost-optimization/azure-ai-foundry-cost-governance.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "Azure APIM fra ~40 EUR/måned (Consumption)", "claim_type": "price", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "APIM pris JS-rendret." }, { "id": "ms-ai-security/cost-optimization/reserved-capacity-planning.md#1", "file": "skills/ms-ai-security/references/cost-optimization/reserved-capacity-planning.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "Regional Provisioned min/increment 50 (25 mini/nano)", "claim_type": "sku", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/provisioned-throughput-sizing", "lastmod_changed": false, "file_last_updated": "2026-06-01", "notes": "Bekreftet." }, { "id": "ms-ai-security/cost-optimization/reserved-capacity-planning.md#2", "file": "skills/ms-ai-security/references/cost-optimization/reserved-capacity-planning.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "Data Zone/Global Provisioned min 15, increment 5", "claim_type": "sku", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/provisioned-throughput-sizing", "lastmod_changed": false, "file_last_updated": "2026-06-01", "notes": "Bekreftet for alle gjeldende modeller." }, { "id": "ms-ai-security/cost-optimization/reserved-capacity-planning.md#3", "file": "skills/ms-ai-security/references/cost-optimization/reserved-capacity-planning.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "Enkelte Foundry Models (DeepSeek/Fireworks) 100+ minimum", "claim_type": "sku", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/provisioned-throughput-sizing", "lastmod_changed": false, "file_last_updated": "2026-06-01", "notes": "DeepSeek-R1/V3 100 min; Fireworks 100-450." }, { "id": "ms-ai-security/cost-optimization/reserved-capacity-planning.md#4", "file": "skills/ms-ai-security/references/cost-optimization/reserved-capacity-planning.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "New enrollments STOPPED Aug 1 2024 (legacy commitment)", "claim_type": "status", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry-classic/openai/concepts/provisioned-migration", "lastmod_changed": false, "file_last_updated": "2026-06-01", "notes": "Bekreftet ordrett. Filens '(gpt-4o, gpt-4o-mini only)' upresist." }, { "id": "ms-ai-security/cost-optimization/reserved-capacity-planning.md#5", "file": "skills/ms-ai-security/references/cost-optimization/reserved-capacity-planning.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "Fra mai 2025 PTU-reservasjoner cross-model sharing (Azure OpenAI + Foundry Models)", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/cost-management-billing/reservations/azure-openai", "lastmod_changed": false, "file_last_updated": "2026-06-01", "notes": "Cross-model-sharing + per-time matching bekreftet. 'mai 2025' ikke i kilden.", "consistency_waiver": "G3: kjerne-kapabilitet (cross-model PTU-deling + per-minutt pro-rata matching) bekreftet live mot Foundry PTU-reservasjons-siden 2026-06-30; 'mai 2025'-ikrafttredelsesdato IKKE i kilden (ikke-materiell, ikke beslutnings-endrende). Behold correct; fjern/merk datoen i .md = Spor 0/1-fil-fiks." }, { "id": "ms-ai-security/cost-optimization/reserved-capacity-planning.md#6", "file": "skills/ms-ai-security/references/cost-optimization/reserved-capacity-planning.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "Autorenew ON som standard for nye reservasjoner (etter 2025-Q4)", "claim_type": "status", "verdict": "wrong", "evidence_url": "https://learn.microsoft.com/azure/cost-management-billing/reservations/azure-openai", "lastmod_changed": false, "file_last_updated": "2026-06-01", "notes": "Kilde: auto-renewal opt-in; for replacement auto-renew av som standard. Motsier 'ON som standard'." }, { "id": "ms-ai-security/cost-optimization/reserved-capacity-planning.md#7", "file": "skills/ms-ai-security/references/cost-optimization/reserved-capacity-planning.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "Disconnected container 1 år; Web/Connected 1 måned; non-refunderbar; kun single-service", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/ai-services/commitment-tier", "lastmod_changed": false, "file_last_updated": "2026-06-01", "notes": "Alle fire delpåstander bekreftet." }, { "id": "ms-ai-security/cost-optimization/reserved-capacity-planning.md#8", "file": "skills/ms-ai-security/references/cost-optimization/reserved-capacity-planning.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "gpt-5.1 4750 input TPM/PTU + output-ratio 8; 63 PTU -> rundet 100 regional", "claim_type": "tpm", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/provisioned-throughput-sizing", "lastmod_changed": false, "file_last_updated": "2026-06-01", "notes": "4750 + ratio 8 bekreftet; regnestykke konsistent." }, { "id": "ms-ai-security/cost-optimization/token-counting-optimization.md#1", "file": "skills/ms-ai-security/references/cost-optimization/token-counting-optimization.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "Min prompt 1024 tokens; granularitet 128; in-memory TTL 5-10 min idle, max 1 time", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/prompt-caching", "lastmod_changed": false, "file_last_updated": "2026-06-01", "notes": "Alle tre parametere bekreftet ordrett." }, { "id": "ms-ai-security/cost-optimization/token-counting-optimization.md#2", "file": "skills/ms-ai-security/references/cost-optimization/token-counting-optimization.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "Extended cache opptil 24t; GPT-5-serien + gpt-4.1; default 24h nyere", "claim_type": "version", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/prompt-caching", "lastmod_changed": false, "file_last_updated": "2026-06-01", "notes": "Bekreftet." }, { "id": "ms-ai-security/cost-optimization/token-counting-optimization.md#3", "file": "skills/ms-ai-security/references/cost-optimization/token-counting-optimization.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "Provisioned opptil 100% rabatt på cached tokens", "claim_type": "price", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/prompt-caching", "lastmod_changed": false, "file_last_updated": "2026-06-01", "notes": "100% Provisioned bekreftet. Standard-50% ikke numerisk oppgitt." }, { "id": "ms-ai-security/cost-optimization/token-counting-optimization.md#4", "file": "skills/ms-ai-security/references/cost-optimization/token-counting-optimization.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "On Your Data deprecated, retires 2026-10-14; migrer Foundry Agent Service + Foundry IQ", "claim_type": "status", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry-classic/openai/concepts/use-your-data", "lastmod_changed": false, "file_last_updated": "2026-06-01", "notes": "Dato + migrering bekreftet ordrett." }, { "id": "ms-ai-security/cost-optimization/token-counting-optimization.md#5", "file": "skills/ms-ai-security/references/cost-optimization/token-counting-optimization.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "RFT per-job-tak $5000; pause+checkpoint; resume uten pristak", "claim_type": "price", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/fine-tuning-cost-management", "lastmod_changed": false, "file_last_updated": "2026-06-01", "notes": "Bekreftet ordrett." }, { "id": "ms-ai-security/cost-optimization/token-counting-optimization.md#6", "file": "skills/ms-ai-security/references/cost-optimization/token-counting-optimization.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "Hosting $1.70/time per deployment; Developer tier auto-deletes 24t", "claim_type": "price", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/fine-tuning-cost-management", "lastmod_changed": false, "file_last_updated": "2026-06-01", "notes": "Bekreftet ordrett." }, { "id": "ms-ai-security/cost-optimization/token-counting-optimization.md#7", "file": "skills/ms-ai-security/references/cost-optimization/token-counting-optimization.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "Pristabell gpt-5 $1.25/$10; gpt-4o $2.50/$10; gpt-4o-mini $0.15/$0.60; o3-mini $1.10/$4.40; gpt-4.1 $2.00/$8", "claim_type": "price", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": false, "file_last_updated": "2026-06-01", "notes": "manage-costs henviser til pris-side; modellkatalog ingen USD. JS-rendret." }, { "id": "ms-ai-security/cost-optimization/token-counting-optimization.md#8", "file": "skills/ms-ai-security/references/cost-optimization/token-counting-optimization.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "On Your Data token-estimering intent ~1366, generation ~4297, response ~111, intent output ~25, ~5800; 20% reservert; cap 2000", "claim_type": "tpm", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry-classic/openai/concepts/use-your-data", "lastmod_changed": false, "file_last_updated": "2026-06-01", "notes": "Tallene matcher gpt-35-turbo-16k-raden; 20/80 og 2000-cap bekreftet. Deprecated funksjon." }, { "id": "ms-ai-security/cost-optimization/vector-storage-cost-optimization.md#1", "file": "skills/ms-ai-security/references/cost-optimization/vector-storage-cost-optimization.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "Scalar (int8) float32->int8 4x reduksjon", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/search/vector-search-how-to-quantization", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "int8 scalar = 4x bekreftet." }, { "id": "ms-ai-security/cost-optimization/vector-storage-cost-optimization.md#2", "file": "skills/ms-ai-security/references/cost-optimization/vector-storage-cost-optimization.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "Binary float32->1 bit, opptil 28x reduksjon", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/search/vector-search-how-to-quantization", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "28x bekreftet ordrett." }, { "id": "ms-ai-security/cost-optimization/vector-storage-cost-optimization.md#3", "file": "skills/ms-ai-security/references/cost-optimization/vector-storage-cost-optimization.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "Anbefalt minstegrense 1024 dimensjoner ved binary quantization", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/search/vector-search-how-to-truncate-dimensions", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "MRL-anbefaling bekreftet." }, { "id": "ms-ai-security/cost-optimization/vector-storage-cost-optimization.md#4", "file": "skills/ms-ai-security/references/cost-optimization/vector-storage-cost-optimization.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "HNSW overhead 1-20% av raw vector size", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/search/vector-search-index-size", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "1-20% overhead bekreftet." }, { "id": "ms-ai-security/cost-optimization/vector-storage-cost-optimization.md#5", "file": "skills/ms-ai-security/references/cost-optimization/vector-storage-cost-optimization.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "Vector quota (post-April 2024) Basic 1/S1 12/S2 36/S3 72 GB", "claim_type": "tpm", "verdict": "outdated", "evidence_url": "https://learn.microsoft.com/azure/search/search-limits-quotas-capacity", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Post-April-2024 vektorkvote er 5/35/150/300 GB. Fil-tall tilsvarer eldre juli-2023-periode." }, { "id": "ms-ai-security/cost-optimization/vector-storage-cost-optimization.md#6", "file": "skills/ms-ai-security/references/cost-optimization/vector-storage-cost-optimization.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "Serverless (Preview) kun WCUS/Switzerland North/Japan East, ingen SLA, ingen migrering", "claim_type": "status", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/search/search-limits-quotas-capacity", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Regioner/no-SLA/no-migrering bekreftet." }, { "id": "ms-ai-security/cost-optimization/vector-storage-cost-optimization.md#7", "file": "skills/ms-ai-security/references/cost-optimization/vector-storage-cost-optimization.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "Vector quantization GA siden 2024-11-01", "claim_type": "status", "verdict": "wrong", "evidence_url": "https://learn.microsoft.com/azure/search/vector-search-index-size", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "RECONCILED 2026-06-30 (G5b friskhets-spot-sjekk): correct->wrong. Live (search-api-migration + vector-search-index-size): vector quantization ER GA, MEN GA-dato var 2024-07-01 (stable release), ikke 2024-11-01. \"2024-11-01\" finnes kun som preview-API-versjon (2024-11-01-preview). Last-baerende dato er feil. Fil-fiks (Spor 0/1): rett GA-dato til 2024-07-01. Judge not_grounded var korrekt. Confidence: high." }, { "id": "ms-ai-security/cost-optimization/vector-storage-cost-optimization.md#8", "file": "skills/ms-ai-security/references/cost-optimization/vector-storage-cost-optimization.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "Embedding-priser ada-002 ~$0.10/3-small ~$0.02/3-large ~$0.13 per 1M", "claim_type": "price", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "models-sold-directly ingen pris-tall; pris JS-rendret." }, { "id": "ms-ai-security/cost-optimization/rag-query-cost-reduction.md#1", "file": "skills/ms-ai-security/references/cost-optimization/rag-query-cost-reduction.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "Token consumption gpt-35-turbo-16k 5799, gpt-4-0613 5518, gpt-4-1106 5495, gpt-35-turbo-1106 6362", "claim_type": "tpm", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry-classic/openai/concepts/use-your-data", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Kolonnesummer matcher eksakt. On Your Data deprecated (retires 2026-10-14)." }, { "id": "ms-ai-security/cost-optimization/rag-query-cost-reduction.md#2", "file": "skills/ms-ai-security/references/cost-optimization/rag-query-cost-reduction.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "AI Search tier storage Basic 2/S1 25/S2 100/S3 200 GB per partisjon", "claim_type": "sku", "verdict": "outdated", "evidence_url": "https://learn.microsoft.com/azure/search/search-limits-quotas-capacity", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Pre-april-2024-tall. Nye: Basic 15/S1 160/S2 512/S3 1024." }, { "id": "ms-ai-security/cost-optimization/rag-query-cost-reduction.md#3", "file": "skills/ms-ai-security/references/cost-optimization/rag-query-cost-reduction.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "Semantic ranking første 1000 queries/måned gratis Basic+", "claim_type": "price", "verdict": "unsourced", "evidence_url": "https://learn.microsoft.com/azure/search/search-sku-manage-costs", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Progressiv per-query bekreftet, men eksakt '1000 gratis' på JS-pris-side." }, { "id": "ms-ai-security/cost-optimization/rag-query-cost-reduction.md#4", "file": "skills/ms-ai-security/references/cost-optimization/rag-query-cost-reduction.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "Agentic retrieval GA i 2026-04-01 REST API; portal preview; bak Foundry IQ", "claim_type": "status", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/search/agentic-retrieval-overview", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "GA-split + Foundry IQ-rolle bekreftet ordrett." }, { "id": "ms-ai-security/cost-optimization/rag-query-cost-reduction.md#5", "file": "skills/ms-ai-security/references/cost-optimization/rag-query-cost-reduction.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "Kostnadseksempel 2000 retrievals ~$3.30 + $0.60 + $0.42 = ~$4.32", "claim_type": "price", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/search/agentic-retrieval-overview", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Matcher doc eksakt." }, { "id": "ms-ai-security/cost-optimization/rag-query-cost-reduction.md#6", "file": "skills/ms-ai-security/references/cost-optimization/rag-query-cost-reduction.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "50M gratis tokens/mnd dekker moderat dev/test", "claim_type": "price", "verdict": "unsourced", "evidence_url": "https://learn.microsoft.com/azure/search/agentic-retrieval-overview", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "Doc bekrefter månedlig kvote, men ikke eksakt 50M (filen motsier seg selv)." }, { "id": "ms-ai-security/cost-optimization/rag-query-cost-reduction.md#7", "file": "skills/ms-ai-security/references/cost-optimization/rag-query-cost-reduction.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "text-embedding-ada-002 eneste supported for On Your Data vector search", "claim_type": "version", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry-classic/openai/concepts/use-your-data", "lastmod_changed": false, "file_last_updated": "2026-06-19", "notes": "ada-002 navngitt for On Your Data vektorsøk." }, { "id": "ms-ai-security/cost-optimization/ai-builder-credits-transition.md#1", "file": "skills/ms-ai-security/references/cost-optimization/ai-builder-credits-transition.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "AI Builder capacity add-on: Salg stoppet 1. nov 2025, EOL 1. nov 2026; seeded fjernes 1. nov 2026", "claim_type": "status", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/ai-builder/endofaibcredits", "lastmod_changed": false, "file_last_updated": "2026-02-01", "notes": "Datoer og hendelser bekreftet ordrett." }, { "id": "ms-ai-security/cost-optimization/ai-builder-credits-transition.md#2", "file": "skills/ms-ai-security/references/cost-optimization/ai-builder-credits-transition.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "Seeded credits i EA fjernes også 1. nov 2026", "claim_type": "status", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/ai-builder/endofaibcredits", "lastmod_changed": false, "file_last_updated": "2026-02-01", "notes": "EA-inklusjon bekreftet ordrett." }, { "id": "ms-ai-security/cost-optimization/ai-builder-credits-transition.md#3", "file": "skills/ms-ai-security/references/cost-optimization/ai-builder-credits-transition.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "Seeded credits per lisens: Power Apps Premium 500, per app 250, Automate Premium 5000, F&O 20000, Sustainability 25000", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/ai-builder/credit-management", "lastmod_changed": false, "file_last_updated": "2026-02-01", "notes": "Hele tabellen matcher eksakt." }, { "id": "ms-ai-security/cost-optimization/ai-builder-credits-transition.md#4", "file": "skills/ms-ai-security/references/cost-optimization/ai-builder-credits-transition.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "Rate table prompt basic 1.2/0.1, standard 24/1.5, premium 182/10; receipt 32/8; custom doc 100/8; OCR 3/0.1; object detection 8/8", "claim_type": "price", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/ai-builder/administer-licensing", "lastmod_changed": false, "file_last_updated": "2026-02-01", "notes": "Alle rate-par matcher offisiell tabell eksakt." }, { "id": "ms-ai-security/cost-optimization/ai-builder-credits-transition.md#5", "file": "skills/ms-ai-security/references/cost-optimization/ai-builder-credits-transition.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "1 Copilot Credit = $0.01; 1M AI Builder credits = ~$500", "claim_type": "price", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/ai-builder/administer-licensing", "lastmod_changed": false, "file_last_updated": "2026-02-01", "notes": "Begge enhetspriser bekreftet ordrett i fotnoter." }, { "id": "ms-ai-security/cost-optimization/ai-builder-credits-transition.md#6", "file": "skills/ms-ai-security/references/cost-optimization/ai-builder-credits-transition.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "AI Builder i Copilot Studio konsumerer kun Copilot Credits", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/ai-builder/administer-licensing", "lastmod_changed": false, "file_last_updated": "2026-02-01", "notes": "Bekreftet." }, { "id": "ms-ai-security/cost-optimization/ai-builder-credits-transition.md#7", "file": "skills/ms-ai-security/references/cost-optimization/ai-builder-credits-transition.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "Nye kunder kan ikke kjøpe AI Builder add-ons fra 1. nov 2025", "claim_type": "status", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/ai-builder/administer-licensing", "lastmod_changed": false, "file_last_updated": "2026-02-01", "notes": "Bekreftet." }, { "id": "ms-ai-security/cost-optimization/ai-builder-credits-transition.md#8", "file": "skills/ms-ai-security/references/cost-optimization/ai-builder-credits-transition.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "Overage grace period (ikke fakturert), blokkerer kjøring; månedlig reset, ingen carry-over", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/ai-builder/credit-management", "lastmod_changed": false, "file_last_updated": "2026-02-01", "notes": "Grace-period + no-carry-over bekreftet." }, { "id": "ms-ai-security/cost-optimization/small-language-models-economics.md#1", "file": "skills/ms-ai-security/references/cost-optimization/small-language-models-economics.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "SLM under 10 mrd parametere; LLM over 10 mrd", "claim_type": "taxonomy", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/aks/concepts-ai-ml-language-models", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Bekreftet ordrett." }, { "id": "ms-ai-security/cost-optimization/small-language-models-economics.md#2", "file": "skills/ms-ai-security/references/cost-optimization/small-language-models-economics.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "Phi-3-small 7B, Phi-3-medium 14B, Phi-2 2.7B", "claim_type": "version", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/aks/concepts-ai-ml-language-models", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Bekreftet." }, { "id": "ms-ai-security/cost-optimization/small-language-models-economics.md#3", "file": "skills/ms-ai-security/references/cost-optimization/small-language-models-economics.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "Phi-4-mini 131072 input, 4096 output", "claim_type": "version", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/foundry/foundry-models/concepts/models-from-partners", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Kontekst/output bekreftet. 3.8B-param ikke direkte verifisert." }, { "id": "ms-ai-security/cost-optimization/small-language-models-economics.md#4", "file": "skills/ms-ai-security/references/cost-optimization/small-language-models-economics.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "Phi-serien MIT-lisensiert; Falcon-7B Apache 2.0", "claim_type": "status", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/aks/concepts-ai-ml-language-models", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Phi MIT, Falcon Apache 2.0 bekreftet." }, { "id": "ms-ai-security/cost-optimization/small-language-models-economics.md#5", "file": "skills/ms-ai-security/references/cost-optimization/small-language-models-economics.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "App Service Phi-4 sidecar ASP.NET Core, FastAPI, Spring Boot, Express.js", "claim_type": "status", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/app-service/scenario-ai-local-small-language-model", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "Rammeverk-støtte bekreftet. GA-status/localhost:11434 ikke direkte verifisert." }, { "id": "ms-ai-security/cost-optimization/small-language-models-economics.md#6", "file": "skills/ms-ai-security/references/cost-optimization/small-language-models-economics.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "KAITO støtter Phi-4-mini med auto-GPU-provisioning", "claim_type": "status", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/aks/ai-toolchain-operator", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "KAITO + Phi-4-mini + auto-GPU bekreftet." }, { "id": "ms-ai-security/cost-optimization/small-language-models-economics.md#7", "file": "skills/ms-ai-security/references/cost-optimization/small-language-models-economics.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "GPT-4o-mini 1.58 NOK input / 6.30 NOK output per 1M (kurs 10.5)", "claim_type": "price", "verdict": "correct", "evidence_url": "https://learn.microsoft.com/azure/search/agentic-retrieval-overview", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "$0.15/$0.60 x 10.5 matcher. Eneste hentbare Learn-pris (agentic-eksempel)." }, { "id": "ms-ai-security/cost-optimization/small-language-models-economics.md#8", "file": "skills/ms-ai-security/references/cost-optimization/small-language-models-economics.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "GPT-4o 26.25/105.00 NOK per 1M; Phi-4-mini 0.10/0.30 NOK", "claim_type": "price", "verdict": "unsourced", "evidence_url": null, "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "GPT-4o/Phi-4-mini absolutte priser ikke på hentbar side." }, { "id": "ms-ai-security/cost-optimization/small-language-models-economics.md#9", "file": "skills/ms-ai-security/references/cost-optimization/small-language-models-economics.md", "skill": "ms-ai-security", "stratum": "volatile", "claim": "GPU regional: West US/West US 3/Sweden Central/Australia East (A100); West Europe (T4)", "claim_type": "region", "verdict": "unsourced", "evidence_url": "https://learn.microsoft.com/azure/aks/ai-toolchain-operator", "lastmod_changed": false, "file_last_updated": "2026-06-24", "notes": "KAITO-doc oppgir kun 'public Azure regions'; spesifikk liste ikke bekreftet." } ] }