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Sherry Yang
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Fix for publishing.
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learn-pr/wwl-data-ai/get-started-with-generative-ai-and-agents/7-knowledge-check.yml

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- content: "It lets you test prompts, compare models, and capture working settings that you can reuse in code."
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isCorrect: true
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explanation: " The Playground is described as the easiest way to interact with a deployed model and a bridge to code: you can try prompts, compare models, tune key parameters (temperature, max output tokens, system instructions), and then reuse those same values in your client application."
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- content: "It deploys the model for you and removes the need to use an API"
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- content: "It deploys the model for you and removes the need to use an API."
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isCorrect: false
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explanation: "The Playground helps you interact with a deployed model and experiment with prompts and settings, but it doesn’t eliminate the need for an API in an application. When you move to a real app, you still call the deployed model through an endpoint (for example, via the OpenAI-compatible Responses API)."
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- content: "It replaces system instructions by automatically generating the best system prompt for every scenario."

learn-pr/wwl-data-ai/get-started-with-generative-ai-and-agents/includes/4-creating-an-agent.md

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To create an agent in Foundry, you can start by exploring a model or just go straight to agent development. In Foundry portal, creating an agent looks similar at first to testing a model in the playground.
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1. Choose the model your agent uses
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1. Choose the model your agent uses.
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2. Write the system instructions, such as "You're a helpful scheduling assistant who returns answers in concise bullet points."
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What sets the agent apart from using the model alone is the addition of tools, which allow the model to act on information and knowledge, which grounds the model with information.

learn-pr/wwl-data-ai/get-started-with-generative-ai-and-agents/includes/5-using-an-agent.md

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**Publishing** an agent promotes it from a saved development asset to a managed Azure resource with a stable endpoint. Once published, you can share the agent with teammates, your organization, or customers—without exposing your Foundry project or source code. You can publish an agent through the Foundry portal, which
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**Publishing** an agent changes it from a saved development asset to a managed Azure resource with a stable endpoint. A published agent can be shared without exposing the Foundry project or source code. You can publish an agent through the Foundry portal.
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![Screenshot of publishing agent in the Foundry portal.](../media/publish-agent.png)
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![Screenshot of agent after it is published in the Foundry portal with the endpoint information.](../media/agent-published.png)
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