docs(ms-ai-architect): KB-refresh tema-b — Foundry-navnesveip «Azure AI Foundry»→«Microsoft Foundry» (233 filer)

Verifisert mot offisiell MS-doc (juni 2026): «Microsoft Foundry» er det
gjeldende produkt-/portalnavnet; «Foundry (classic)» = gamle «Azure AI Foundry»
(/azure/foundry/ vs /azure/foundry-classic/). Premiss bekreftet før sveip.

Multi-regel, IKKE naiv s/Azure AI Foundry/Microsoft Foundry/ — MS dropper
«Azure AI» (legger IKKE til «Microsoft») for to produktvarianter:
- «Azure AI Foundry Agent[ Service|s]» → «Foundry Agent Service/Agents» (MS-form)
- «Azure AI Foundry Models» → «Foundry Models» (i «Azure OpenAI in Foundry Models»)
- «Azure AI Foundry SDK» → «Microsoft Foundry SDK» (operatør-valg)
- «Azure AI Foundry portal/project» + generisk → «Microsoft Foundry»
- Pre-eksisterende «Microsoft Foundry Models» (4) normalisert → «Foundry Models»

Bevart: «Azure OpenAI», «Azure AI Inference SDK», «Azure AI Search»,
«Azure AI Services», kode-IDer. Historisk ref «(tidligere Azure AI Foundry)»
i model-catalog-2026.md beskyttet via lookbehind. URL /azure/ai-foundry/→
/azure/foundry/ kun i owasp-llm-top10 (KB-ref); docs/-filer deferred.

Scope: skills (inkl. 3 SKILL.md) + commands + agents + README + CLAUDE.
Ekskludert: docs/ (interne), playground/+tests/ fixtures (testdata),
CHANGELOG.md (historisk logg), STATE.md (gitignored).

3 SKILL.md endret (advisor/engineering/security) → judge-cache teknisk
invalidert for disse, men scorer uendret: advisor 91, eng/gov/infra/sec 96
(alle ≥90). validate 239/0. 0 «Azure AI Foundry» igjen (utenom bevart ref).

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

skills/ms-ai-governance/references/monitoring-observability/custom-dashboards-ai-operations.md

@@ -24,11 +24,11 @@ Azure Workbooks er Microsofts native dashboarding-løsning i Azure Monitor. De k
 - **KQL-powered:** Direkte tilgang til Kusto Query Language for avanserte aggregeringer
 - **Template-drevet:** Distribuer standardiserte dashboards programmatisk via ARM templates
 - **Resource-centric:** Visualiser data på tvers av flere AI-ressurser samtidig
-- **Built-in for AI Foundry:** Azure AI Foundry leverer ferdig "Application Analytics" workbook
+- **Built-in for AI Foundry:** Microsoft Foundry leverer ferdig "Application Analytics" workbook
 
-### Azure AI Foundry Application Analytics Workbook
+### Microsoft Foundry Application Analytics Workbook
 
-Azure AI Foundry tilbyr en out-of-box workbook som sporer:
+Microsoft Foundry tilbyr en out-of-box workbook som sporer:
 
 - **Generative AI metrics:** Total conversations, latency, exceptions
 - **Tool usage:** Hvilke extensions og tools brukes mest
@@ -113,7 +113,7 @@ Azure Managed Grafana er ideell for sanntids-operasjonssentre. Grafana excels i
 
 ### Microsoft Foundry Grafana Dashboard *(Verified MCP 2026-04)*
 
-Microsoft tilbyr en ferdig Grafana dashboard (ID: **24039**) for Azure AI Foundry/Foundry ressurser. Dashboard-tittelen er nå "Microsoft Foundry dashboard" i offisiell dokumentasjon.
+Microsoft tilbyr en ferdig Grafana dashboard (ID: **24039**) for Microsoft Foundry/Foundry ressurser. Dashboard-tittelen er nå "Microsoft Foundry dashboard" i offisiell dokumentasjon.
 
 **Key metrics:**
 - **Model performance:** Inference latency (time to last byte), throughput, success rates
@@ -230,7 +230,7 @@ Microsoft Fabric Real-Time Intelligence tilbyr sanntids-dashboards drevet av KQL
 **Use case:** Streaming AI telemetry for øyeblikkelig innsikt.
 
 **Architecture:**
-1. Azure AI Foundry → Event Hub → Fabric Eventhouse
+1. Microsoft Foundry → Event Hub → Fabric Eventhouse
 2. KQL Database → Continuous queries
 3. Real-Time Dashboard → Live visualizations
 
@@ -482,14 +482,14 @@ Når kunden spør om dashboards for AI operations:
 
 ### Microsoft Learn
 - [Azure Workbooks overview](https://learn.microsoft.com/en-us/azure/azure-monitor/visualize/workbooks-overview)
-- [Create an Azure AI Foundry dashboard](https://learn.microsoft.com/en-us/azure/managed-grafana/azure-ai-foundry-dashboard)
+- [Create an Microsoft Foundry dashboard](https://learn.microsoft.com/en-us/azure/managed-grafana/azure-ai-foundry-dashboard)
 - [Monitor Azure OpenAI](https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/monitor-openai)
 - [Workbooks programmatic management](https://learn.microsoft.com/en-us/azure/azure-monitor/visualize/workbooks-automate) *(Verified MCP 2026-04)* — ARM/Bicep deployment, RBAC (Monitoring Contributor for redigering, Monitoring Reader for visning), `microsoft.insights/workbooks/write` for custom roles
 - [Power BI + Azure Monitor](https://learn.microsoft.com/en-us/azure/azure-monitor/logs/log-powerbi) *(Verified MCP 2026-06-19)* — eksport fra Log Analytics som M-query (.txt → Power BI Desktop) eller new Dataset (Power BI-tjenesten); dataflows + incremental refresh; scheduled refresh/deling krever Pro/Premium
 
 ### Code Samples
 - [Workbook ARM/Bicep template samples](https://learn.microsoft.com/en-us/azure/azure-monitor/visualize/workbooks-samples) — workbook templates bruker apiVersion `2019-10-17-preview` (type: microsoft.insights/workbooktemplates); workbook instances bruker `2018-06-17-preview` (type: Microsoft.Insights/workbooks) *(Verified MCP 2026-04)*
-- [Azure AI Foundry Grafana dashboard ID: 24039](https://grafana.com/grafana/dashboards/24039)
+- [Microsoft Foundry Grafana dashboard ID: 24039](https://grafana.com/grafana/dashboards/24039)
 - [KQL query examples for AI monitoring](https://learn.microsoft.com/en-us/azure/data-explorer/kusto/query/samples)
 
 ### GitHub