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Improve some tutorial intros
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docs/tutorials/deploy-container-using-the-cli.mdx

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# Deploy Existing Containers
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This tutorial will show you how to deploy an existing container/multi-container application.
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This tutorial will show you how to deploy an existing container/multi-container application using Defang.
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This example is rather useful if you already have a Docker container built manually, or through a CI/CD system where the resulting image is available in a public or private repository accessible by Defang.
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But it is not required in order to follow along to this tutorial.
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This is rather useful if you already have a Docker container built manually, or through a CI/CD system (where the resulting image is available in a public or private repository accessible by Defang), but it is not required in order to follow along.
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# Step 1 - Make a Docker Compose file
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:::tip

docs/tutorials/deploy-with-gpu.mdx

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# Deploy a GPU-Powered Application to AWS
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This tutorial guides you to create and deploy a GPU-powered application on AWS using Defang and Mistral. We will walk you through the whole deployment process based on the [Mistral & vLLM](https://github.com/DefangLabs/samples/tree/main/samples/vllm) sample.
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This tutorial will show you how to create and deploy a GPU-powered application on AWS using Defang.
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We will walk you through the whole deployment process based on the [Mistral & vLLM](https://github.com/DefangLabs/samples/tree/main/samples/vllm) sample.
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:::info
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Note that GPU deployments are not permitted on the Defang Playground. You must [upgrade to a paid account](https://defang.io/pricing/) and [deploy to your own cloud account](https://docs.defang.io/docs/tutorials/deploy-to-your-cloud).

docs/tutorials/updating-your-services.md

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# Updating Your Services
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This page will show you how to update your services in Defang.
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## Updating a Service
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To update your app (for example, updating the base image of your container, or making changes to your code) all you have to do is run the `defang compose up` command and it will build and deploy a new version.
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## Deploying New Services or Removing Existing Services

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