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### Motivation and Context The deep research tool was introduced for the AzureAIAgent; however, we didn't have support yet in SK. Adding support now for using the deep research tool for both streaming and non-streaming. Samples added as well. <!-- Thank you for your contribution to the semantic-kernel repo! Please help reviewers and future users, providing the following information: 1. Why is this change required? 2. What problem does it solve? 3. What scenario does it contribute to? 4. If it fixes an open issue, please link to the issue here. --> ### Description - Add support for deep research tool. - Add samples with notes on prerequisites to configure the sample to run properly. - Added support for `AZURE_AI_AGENT_DEEP_RESEARCH_MODEL` env var within `AzureAIAgentSettings` class. - Bumped min allowed `azure-ai-agents` package ver to 1.2.0b3. - Closes #12978 <!-- Describe your changes, the overall approach, the underlying design. These notes will help understanding how your code works. Thanks! --> ### Contribution Checklist <!-- Before submitting this PR, please make sure: --> - [X] The code builds clean without any errors or warnings - [X] The PR follows the [SK Contribution Guidelines](https://github.com/microsoft/semantic-kernel/blob/main/CONTRIBUTING.md) and the [pre-submission formatting script](https://github.com/microsoft/semantic-kernel/blob/main/CONTRIBUTING.md#development-scripts) raises no violations - [X] All unit tests pass, and I have added new tests where possible - [X] I didn't break anyone 😄