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[doc] fixing typos in diverse files (#292)
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docs/guides/agent-development.md

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We will use the ADK to build a simple agent. We will start with text and eventually upgrade it to A2UI.
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See step by step instructions at the [ADK quickstart](https://google.github.io/adk-docs/get-started/python/).
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See step-by-step instructions at the [ADK quickstart](https://google.github.io/adk-docs/get-started/python/).
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```bash
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pip install google-adk
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adk web
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```
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Select `my_agent` from the list, and ask questions about restaurants in new york. You should see a list of restaurants in the UI as plain text.
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Select `my_agent` from the list, and ask questions about restaurants in New York. You should see a list of restaurants in the UI as plain text.
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## Generating A2UI Messages
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docs/index.md

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</video>
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</div>
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<p style="text-align: center; margin-top: 1rem; opacity: 0.8;">
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Watch an agent chose to respond with a chart component to answer a numberical summary quesiton. Then the agent chooses a Google Map component to answer a location question. Both are custom components offered by the client.
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Watch an agent chose to respond with a chart component to answer a numerical summary question. Then the agent chooses a Google Map component to answer a location question. Both are custom components offered by the client.
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</p>
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</div>
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docs/introduction/who-is-it-for.md

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Do you bring remote agents into your app?
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Do you ship your agent into other apps you don't necissarily control?
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Do you ship your agent into other apps you don't necessarily control?
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**Why A2UI:**
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samples/agent/adk/orchestrator/README.md

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The orchestrator agent needs the A2UI extension enabled by adding the header X-A2A-Extensions=https://a2ui.org/a2a-extension/a2ui/v0.8 to requests, however it is hardcoded to true for this sample to simplify inspection.
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The orchestrator does an inference call on every request to decide which agent to route to, and then uses transfer_to_agent in ADK to pass the original message to the subagent. This routing is done on subsequent calls including on A2UI userAction, and a future version could optimize this by programatically routing userAction to the agent that created the surface using before_model_callback to shortcut the orchestrator LLM.
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The orchestrator does an inference call on every request to decide which agent to route to, and then uses transfer_to_agent in ADK to pass the original message to the subagent. This routing is done on subsequent calls including on A2UI userAction, and a future version could optimize this by programmatically routing userAction to the agent that created the surface using before_model_callback to shortcut the orchestrator LLM.
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Subagents are configured using RemoteA2aAgent which translates ADK events to A2A messages that are sent to the subagent's A2A server. The HTTP header X-A2A-Extensions=https://a2ui.org/a2a-extension/a2ui/v0.8 is added to requests from the RemoteA2aAgent to enable the A2UI extension.
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