chore: import upstream snapshot with attribution
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<Steps>
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<Step>
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### Install the ADK + AG-UI bridge
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```bash
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pip install ag-ui-adk
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```
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</Step>
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<Step>
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### Declare the predicted state mapping
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ADK state streaming uses `PredictStateMapping` to map the streaming
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`write_document` tool argument into `state["document"]`. Add
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`AGUIToolset()` to the agent so CopilotKit can forward the state deltas to
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the UI.
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<DemoCode file="src/agents/shared_state_streaming_agent.py" region="state-streaming-middleware" />
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</Step>
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</Steps>
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