|
| 1 | +--- |
| 2 | +title: Agent Background Responses |
| 3 | +description: Learn how to handle long-running operations with background responses in Agent Framework |
| 4 | +zone_pivot_groups: programming-languages |
| 5 | +author: sergeymenshykh |
| 6 | +ms.topic: reference |
| 7 | +ms.author: semenshi |
| 8 | +ms.date: 10/16/2025 |
| 9 | +ms.service: agent-framework |
| 10 | +--- |
| 11 | + |
| 12 | +# Agent Background Responses |
| 13 | + |
| 14 | +The Microsoft Agent Framework supports background responses for handling long-running operations that may take time to complete. This feature enables agents to start processing a request and return a continuation token that can be used to poll for results or resume interrupted streams. |
| 15 | + |
| 16 | +> [!TIP] |
| 17 | +> For a complete working example, see the [Background Responses sample](https://github.com/microsoft/agent-framework/blob/main/dotnet/samples/GettingStarted/Agents/Agent_Step17_BackgroundResponses/Program.cs). |
| 18 | +
|
| 19 | +## When to Use Background Responses |
| 20 | + |
| 21 | +Background responses are particularly useful for: |
| 22 | +- Complex reasoning tasks that require significant processing time |
| 23 | +- Operations that may be interrupted by network issues or client timeouts |
| 24 | +- Scenarios where you want to start a long-running task and check back later for results |
| 25 | + |
| 26 | +## How Background Responses Work |
| 27 | + |
| 28 | +Background responses use a **continuation token** mechanism to handle long-running operations. When you send a request to an agent with background responses enabled, one of two things happens: |
| 29 | + |
| 30 | +1. **Immediate completion**: The agent completes the task quickly and returns the final response without a continuation token |
| 31 | +2. **Background processing**: The agent starts processing in the background and returns a continuation token instead of the final result |
| 32 | + |
| 33 | +The continuation token contains all necessary information to either poll for completion using the non-streaming agent API or resume an interrupted stream with streaming agent API. When the continuation token is `null`, the operation is complete - this happens when a background response has completed, failed, or cannot proceed further (for example, when user input is required). |
| 34 | + |
| 35 | +::: zone pivot="programming-language-csharp" |
| 36 | + |
| 37 | +## Enabling Background Responses |
| 38 | + |
| 39 | +To enable background responses, set the `AllowBackgroundResponses` property to `true` in the `AgentRunOptions`: |
| 40 | + |
| 41 | +```csharp |
| 42 | +AgentRunOptions options = new() |
| 43 | +{ |
| 44 | + AllowBackgroundResponses = true |
| 45 | +}; |
| 46 | +``` |
| 47 | + |
| 48 | +> [!NOTE] |
| 49 | +> Currently, only agents that use the OpenAI Responses API support background responses: [OpenAI Responses Agent](agent-types/openai-responses-agent.md) and [Azure OpenAI Responses Agent](agent-types/azure-openai-responses-agent.md). |
| 50 | +
|
| 51 | +Some agents may not allow explicit control over background responses. These agents can decide autonomously whether to initiate a background response based on the complexity of the operation, regardless of the `AllowBackgroundResponses` setting. |
| 52 | + |
| 53 | +## Non-Streaming Background Responses |
| 54 | + |
| 55 | +For non-streaming scenarios, when you initially run an agent, it may or may not return a continuation token. If no continuation token is returned, it means the operation has completed. If a continuation token is returned, it indicates that the agent has initiated a background response that is still processing and will require polling to retrieve the final result: |
| 56 | + |
| 57 | +```csharp |
| 58 | +AIAgent agent = new AzureOpenAIClient( |
| 59 | + new Uri("https://<myresource>.openai.azure.com"), |
| 60 | + new AzureCliCredential()) |
| 61 | + .GetOpenAIResponseClient("<deployment-name>") |
| 62 | + .CreateAIAgent(); |
| 63 | + |
| 64 | +AgentRunOptions options = new() |
| 65 | +{ |
| 66 | + AllowBackgroundResponses = true |
| 67 | +}; |
| 68 | + |
| 69 | +AgentThread thread = agent.GetNewThread(); |
| 70 | + |
| 71 | +// Get initial response - may return with or without a continuation token |
| 72 | +AgentRunResponse response = await agent.RunAsync("Write a very long novel about otters in space.", thread, options); |
| 73 | + |
| 74 | +// Continue to poll until the final response is received |
| 75 | +while (response.ContinuationToken is not null) |
| 76 | +{ |
| 77 | + // Wait before polling again. |
| 78 | + await Task.Delay(TimeSpan.FromSeconds(2)); |
| 79 | + |
| 80 | + options.ContinuationToken = response.ContinuationToken; |
| 81 | + response = await agent.RunAsync(thread, options); |
| 82 | +} |
| 83 | + |
| 84 | +Console.WriteLine(response.Text); |
| 85 | +``` |
| 86 | + |
| 87 | +### Key Points: |
| 88 | + |
| 89 | +- The initial call may complete immediately (no continuation token) or start a background operation (with continuation token) |
| 90 | +- If no continuation token is returned, the operation is complete and the response contains the final result |
| 91 | +- If a continuation token is returned, the agent has started a background process that requires polling |
| 92 | +- Use the continuation token from the previous response in subsequent polling calls |
| 93 | +- When `ContinuationToken` is `null`, the operation is complete |
| 94 | + |
| 95 | +## Streaming Background Responses |
| 96 | + |
| 97 | +In streaming scenarios, background responses work much like regular streaming responses - the agent streams all updates back to consumers in real-time. However, the key difference is that if the original stream gets interrupted, agents support stream resumption through continuation tokens. Each update includes a continuation token that captures the current state, allowing the stream to be resumed from exactly where it left off by passing this token to subsequent streaming API calls: |
| 98 | + |
| 99 | +```csharp |
| 100 | +AIAgent agent = new AzureOpenAIClient( |
| 101 | + new Uri("https://<myresource>.openai.azure.com"), |
| 102 | + new AzureCliCredential()) |
| 103 | + .GetOpenAIResponseClient("<deployment-name>") |
| 104 | + .CreateAIAgent(); |
| 105 | + |
| 106 | +AgentRunOptions options = new() |
| 107 | +{ |
| 108 | + AllowBackgroundResponses = true |
| 109 | +}; |
| 110 | + |
| 111 | +AgentThread thread = agent.GetNewThread(); |
| 112 | + |
| 113 | +AgentRunResponseUpdate? latestReceivedUpdate = null; |
| 114 | + |
| 115 | +await foreach (var update in agent.RunStreamingAsync("Write a very long novel about otters in space.", thread, options)) |
| 116 | +{ |
| 117 | + Console.Write(update.Text); |
| 118 | + |
| 119 | + latestReceivedUpdate = update; |
| 120 | + |
| 121 | + // Simulate an interruption |
| 122 | + break; |
| 123 | +} |
| 124 | + |
| 125 | +// Resume from interruption point captured by the continuation token |
| 126 | +options.ContinuationToken = latestReceivedUpdate?.ContinuationToken; |
| 127 | +await foreach (var update in agent.RunStreamingAsync(thread, options)) |
| 128 | +{ |
| 129 | + Console.Write(update.Text); |
| 130 | +} |
| 131 | +``` |
| 132 | + |
| 133 | +### Key Points: |
| 134 | + |
| 135 | +- Each `AgentRunResponseUpdate` contains a continuation token that can be used for resumption |
| 136 | +- Store the continuation token from the last received update before interruption |
| 137 | +- Use the stored continuation token to resume the stream from the interruption point |
| 138 | + |
| 139 | +::: zone-end |
| 140 | + |
| 141 | +::: zone pivot="programming-language-python" |
| 142 | + |
| 143 | +> [!NOTE] |
| 144 | +> Background responses support in Python is coming soon. This feature is currently available in the .NET implementation of Agent Framework. |
| 145 | +
|
| 146 | +::: zone-end |
| 147 | + |
| 148 | +## Best Practices |
| 149 | + |
| 150 | +When working with background responses, consider the following best practices: |
| 151 | + |
| 152 | +- **Implement appropriate polling intervals** to avoid overwhelming the service |
| 153 | +- **Use exponential backoff** for polling intervals if the operation is taking longer than expected |
| 154 | +- **Always check for `null` continuation tokens** to determine when processing is complete |
| 155 | +- **Consider storing continuation tokens persistently** for operations that may span user sessions |
| 156 | + |
| 157 | +## Limitations and Considerations |
| 158 | + |
| 159 | +- Background responses are dependent on the underlying AI service supporting long-running operations |
| 160 | +- Not all agent types may support background responses |
| 161 | +- Network interruptions or client restarts may require special handling to persist continuation tokens |
| 162 | + |
| 163 | +## Next steps |
| 164 | + |
| 165 | +> [!div class="nextstepaction"] |
| 166 | +> [Using MCP Tools](../model-context-protocol/using-mcp-tools.md) |
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