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Python: Updated documentation for Azure AI (#2280)
* Updated documentation for Azure AI * Small fixes
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| Folder | Description |
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|--------|-------------|
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| **[`azure_ai/`](azure_ai/)** | Create agents using Azure AI Foundry Agent Service with various tools including function tools, code interpreter, MCP integration, and thread management |
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| **[`azure_ai_agent/`](azure_ai_agent/)** | Create agents using Azure AI Agent Service (based on `azure-ai-agents` V1 package) including function tools, code interpreter, MCP integration, thread management, and more. |
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| **[`azure_ai/`](azure_ai/)** | Create agents using Azure AI Agent Service (based on `azure-ai-projects` [V2](https://github.com/Azure/azure-sdk-for-python/blob/main/sdk/ai/azure-ai-projects/CHANGELOG.md#200b1-2025-11-11) package) including function tools, code interpreter, MCP integration, thread management, and more. |
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### Microsoft Copilot Studio Examples
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# Azure AI Agent Examples
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This folder contains examples demonstrating different ways to create and use agents with the Azure AI client from the `agent_framework.azure` package.
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This folder contains examples demonstrating different ways to create and use agents with the Azure AI client from the `agent_framework.azure` package. These examples use the `AzureAIClient` with the `azure-ai-projects` 2.x (V2) API surface (see [changelog](https://github.com/Azure/azure-sdk-for-python/blob/main/sdk/ai/azure-ai-projects/CHANGELOG.md#200b1-2025-11-11)). For V1 (`azure-ai-agents` 1.x) samples using `AzureAIAgentClient`, see the [Azure AI V1 examples folder](../azure_ai_agent/).
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## Examples
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# Azure AI Agent Examples
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This folder contains examples demonstrating different ways to create and use agents with the Azure AI chat client from the `agent_framework.azure` package.
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This folder contains examples demonstrating different ways to create and use agents with the Azure AI chat client from the `agent_framework.azure` package. These examples use the `AzureAIAgentClient` with the `azure-ai-agents` 1.x (V1) API surface. For updated V2 (`azure-ai-projects` 2.x) samples, see the [Azure AI V2 examples folder](../azure_ai/).
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## Examples
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