### **Azure**

*   Fixed several issues with properly provisioning Azure disk storage ([#55927](https://github.com/kubernetes/kubernetes/pull/55927),[ @andyzhangx](https://github.com/andyzhangx))

https://www.twilio.com/en-us/blog/booking-appointments-twilio-notion-fastapi title: Booking Appointments with Twilio, Notion, and FastAPI - author: Abhinav Tripathi - Microsoft Blogs link: https://devblogs.microsoft.com/cosmosdb/azure-cosmos-db-python-and-fastapi/ title: Write a Python data layer with Azure Cosmos DB and FastAPI - author: Donny Peeters author_link: https://github.com/Donnype link: https://bitestreams.com/blog/fastapi-sqlalchemy/ title: 10 Tips for adding SQLAlchemy to FastAPI - author: Jessica Temporal...

#### Azure
* Fix failing load balancers in Azure ([#40405](https://github.com/kubernetes/kubernetes/pull/40405), [@codablock](https://github.com/codablock))
* Reduce time needed to attach Azure disks ([#40066](https://github.com/kubernetes/kubernetes/pull/40066), [@codablock](https://github.com/codablock))

### Removed
- github.com/Azure/azure-sdk-for-go: [v68.0.0+incompatible](https://github.com/Azure/azure-sdk-for-go/tree/v68.0.0)
- github.com/Azure/go-autorest/autorest/adal: [v0.9.23](https://github.com/Azure/go-autorest/tree/autorest/adal/v0.9.23)
- github.com/Azure/go-autorest/autorest/date: [v0.3.0](https://github.com/Azure/go-autorest/tree/autorest/date/v0.3.0)

	* Added exponential backoff to Azure cloudprovider ([#46660](https://github.com/kubernetes/kubernetes/pull/46660), [@jackfrancis](https://github.com/jackfrancis))

  * Add support for bring-your-own ip address for Services on Azure ([#42034](https://github.com/kubernetes/kubernetes/pull/42034), [@brendandburns](https://github.com/brendandburns))

### Other notable changes

* fix device name change issue for azure disk: add remount logic ([#57953](https://github.com/kubernetes/kubernetes/pull/57953), [@andyzhangx](https://github.com/andyzhangx))
* GCE: Allows existing internal load balancers to continue using an outdated subnetwork  ([#57861](https://github.com/kubernetes/kubernetes/pull/57861), [@nicksardo](https://github.com/nicksardo))

### spaCyとFastAPIを使用した機械学習モデル - 機能

* **spaCy** のNERモデルの統合。
* **Azure Cognitive Search** のリクエストフォーマットを搭載。
* **リリース可能な** UvicornとGunicornを使用したPythonウェブサーバ。
* **Azure DevOps** のKubernetes (AKS) CI/CD デプロイを搭載。
* **多言語** プロジェクトのために、セットアップ時に言語を容易に選択可能 (spaCyに組み込まれている言語の中から)。

* azure: fix Azure Container Registry integration ([#40142](https://github.com/kubernetes/kubernetes/pull/40142), [@colemickens](https://github.com/colemickens))
* azure disk: restrict name length for Azure specifications ([#40030](https://github.com/kubernetes/kubernetes/pull/40030), [@colemickens](https://github.com/colemickens))

- Fix: skip case sensitivity when checking Azure NSG rules
  fix: ensure InstanceShutdownByProviderID return false for creating Azure VMs ([#104447](https://github.com/kubernetes/kubernetes/pull/104447), [@feiskyer](https://github.com/feiskyer)) [SIG Cloud Provider]

3. **Reliability**: 
   - Persistent handles survive 99% of network interruptions
   - Witness protocol achieves <5 second failover time
4. **Compatibility**: Works with Windows Server 2016+ and Azure Files

## Next Steps

1. **Immediate Actions**:
   - Set up Windows Server test environment
   - Create detailed technical specifications for Phase 1
   - Identify and evaluate Java RDMA libraries