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docs(architect): weekly KB update — 52 files refreshed (2026-04)

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Key content changes:
- MLOps: MLflow 3 scorers expanded (RetrievalRelevance, Fluency, multi-turn judges)
- MLflow 3 A/B eval: mirror_traffic GA confirmed, new scorer catalog
- CI/CD: OIDC auth replaces deprecated --sdk-auth (Azure ML GitHub Actions)
- Agent framework A2A: updated SDK patterns (A2ACardResolver, BearerAuth)
- AG-UI backend tool rendering: accurate TOOL_CALL_* event shapes
- Computer Use agents: US region requirement, credentials patterns
- Purview governance: bulk term edit, expire/delete workflows
- CAF AI Secure: 3-phase structure confirmed current
- Copilot Studio: Claude Sonnet 4.5/4.6 GA, new orchestration controls
- M365 manifest: v1.26 GA (April 2026), copilotAgents node
- Power Platform: agent flow capacity enforcement corrected
- Azure Monitor: Simple Log Alerts GA, AMBA for policy-based alerting
- Security Copilot: SCU capacity model (400 SCU/1000 users)
- EU Data Boundary: all EU + EFTA countries confirmed
- gateway-multi-backend: added 4th topology, subscription-level quota note

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
This commit is contained in:
Kjell Tore Guttormsen 2026-04-10 11:31:11 +02:00
commit be4925a8ff
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skills/ms-ai-security/references/performance-scalability/rate-limit-management.md
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@ -405,8 +405,10 @@ Microsoft dokumenterer multi-backend gateway som den anbefalte arkitekturmønste
### Anbefalte topologier for rate limit-distribusjon
> **Viktig:** Standard-kvote er subscription-nivå, ikke Azure OpenAI-instansnivå. Load balancing mellom standard-instanser i samme subscription gir IKKE høyere gjennomstrømning — bruk separate subscriptions eller global/data zone deployments for reell kvoteutvidelse. — Verified (MCP 2026-04)
| Topologi | Kvote-kapasitet | Kompleksitet | Anbefalt for |
|----------|----------------|--------------|--------------|
|----------|----------------|--------------|------------|
| Single instance | Baseline TPM | Lav | Utvikling, lav trafikk |
| Multi-backend, single region | 2-5x baseline | Medium | Produksjon, standard |
| Multi-subscription | 5-20x baseline | Høy | Høy trafikk enterprise |
@ -475,7 +477,7 @@ Microsoft dokumenterer multi-backend gateway som den anbefalte arkitekturmønste
- [Manage Azure OpenAI quota](https://learn.microsoft.com/azure/ai-foundry/openai/how-to/quota) — Kvotehåndtering
- [Azure OpenAI quotas and limits](https://learn.microsoft.com/azure/ai-foundry/openai/quotas-limits) — Grenser per modell
- [Azure OpenAI SDK retry handling](https://learn.microsoft.com/azure/ai-foundry/openai/supported-languages) — SDK retry-konfigurasjon
- [Use a gateway in front of Azure OpenAI](https://learn.microsoft.com/azure/architecture/ai-ml/guide/azure-openai-gateway-multi-backend) — Multi-region gateway
- [Use a gateway in front of multiple Azure OpenAI deployments or instances](https://learn.microsoft.com/azure/architecture/ai-ml/guide/azure-openai-gateway-multi-backend) — Multi-region gateway (Azure OpenAI i Foundry Models) — Verified (MCP 2026-04)
## For Cosmo