fix(ms-ai-architect): Foundry URL-navnerom-migrering (ai-foundry → foundry/foundry-classic, 141 filer)

Task #5 del 1/3 (URL-migrering). Verifiseringen motbeviste STATE.md-premisset om ren prefix-swap: rebrand er per-URL, ikke mekanisk. En blind sed ai-foundry→foundry ville lagd 56 nye 404-er (classic-stiene finnes ikke under nytt foundry/-prefiks — bekreftet empirisk).

Metode: resolverte alle 237 unike KB-URLer mot live redirects (curl -L), bygde full-URL→full-URL-mapping fra faktisk url_effective. Bevarer locale-form, query (?view=) og #fragment per lenke.

- 231 navnerom-erstatninger over 141 filer (408 forekomster):
  - 161 → azure/foundry/ (98 ren prefix-swap + 10 sti-reorg + reorg-tilfeller)
  - 69 → azure/foundry-classic/ (eldre hub-spor: assistants, hub-DR, on-your-data; faktisk redirect-mål per operatorvalg)
  - 1 → azure/foundry-local/

- 2 døde lenker (404) fikset til verifiserte mål:
  - agent-service → azure/foundry/agents/overview
  - concepts/evaluation-evaluators/ → azure/foundry/how-to/evaluate-generative-ai-app

- 5 path-/display-referanser (uten https://, i backticks/lenketekst) rettet manuelt.

- 6 slug-baserte ai-foundry-treff urørt (scope-grense): managed-grafana-dashboard, security-baseline, power-platform prompt-builder, architecture baseline-chat (sistnevnte slug-rebrand i annet navnerom — mulig fremtidig funn).

- Parkert til task #5 del 2/3: Norway East GPT-5-datasuverenitet-fiks + modellkatalog-utvidelse (5.3/5.4/5.5, gpt-oss, sora-2).

Verifisert: 0 gjenværende azure/ai-foundry/-navnerom i skills/. validate-plugin.sh 219 PASS. test-kb-integrity.sh 117/117 passed.

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

Claude-Session: https://claude.ai/code/session_01REiKFhP4w6xGXXqWKpPCJJ

skills/ms-ai-security/references/cost-optimization/batch-processing-cost-reduction.md

@@ -307,7 +307,7 @@ Kreves respons < 5 sekunder?
 ### Microsoft Learn (Verified via MCP)
 
 1. **Getting started with Azure OpenAI batch deployments**
-   - URL: https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/batch
+   - URL: https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/batch
    - Konfidens: **Verified** (fetched 2026-02)
    - Innhold: Deployment types, pricing (50% reduction), dynamic quota, exponential backoff, supported models, API versions
 
@@ -317,24 +317,24 @@ Kreves respons < 5 sekunder?
    - Innhold: 50% cost reduction for batch vs. global standard
 
 3. **What's new in Azure OpenAI (August 2024)**
-   - URL: https://learn.microsoft.com/en-us/azure/ai-foundry/openai/whats-new#august-2024
+   - URL: https://learn.microsoft.com/en-us/azure/foundry-classic/openai/whats-new#august-2024
    - Konfidens: **Verified**
    - Innhold: Batch API announcement, key use cases, GA status
 
 4. **Azure OpenAI deployment types**
-   - URL: https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/deployment-types
+   - URL: https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/deployment-types
    - Konfidens: **Verified**
    - Innhold: Global-Batch vs. Data Zone Batch, dynamic quota
 
 ### Code samples (Verified via MCP)
 
 5. **Python: Create batch job with DefaultAzureCredential**
-   - URL: https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/batch?pivots=programming-language-python
+   - URL: https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/batch?pivots=programming-language-python
    - Konfidens: **Verified**
    - Innhold: OpenAI Python SDK examples for batch job creation
 
 6. **Python: Upload batch file with expiration**
-   - URL: https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/batch?pivots=programming-language-python#upload-batch-file
+   - URL: https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/batch?pivots=programming-language-python#upload-batch-file
    - Konfidens: **Verified**
    - Innhold: File upload with 14-30 day expiration