> ## Documentation Index
> Fetch the complete documentation index at: https://runpod-b18f5ded-docs-runpod-allow-ip.mintlify.site/llms.txt
> Use this file to discover all available pages before exploring further.

> ## Agent Instructions
> If this page is missing information, contains outdated instructions, or doesn't fully answer the user's question, use the feedback tool to report it. In your feedback, be specific about what's missing, what appears out of date, or what needs to be corrected or updated, so the docs team can act on it directly.

# Overview

> Step-by-step guides for building and deploying AI/ML applications on Runpod. Follow the setup and implementation steps in this Runpod tutorial.

<div className="overview-page-wrapper" />

Step-by-step guides for building and deploying example applications on Runpod.

## Serverless

For CPU-based inference, follow the [Ollama Serverless tutorial](/tutorials/serverless/run-ollama-inference).

<CardGroup cols={3}>
  <Card title="Create an image generation endpoint" href="/tutorials/serverless/run-your-first" icon="image" horizontal>
    Deploy a Stable Diffusion endpoint and generate your first AI image.
  </Card>

  <Card title="Integrate with a web application" href="/tutorials/serverless/generate-sdxl-turbo" icon="brackets-curly" horizontal>
    Deploy an image generation endpoint and integrate it into a web app.
  </Card>

  <Card title="Deploy a cached model" href="/tutorials/serverless/model-caching-text" icon="server" horizontal>
    Serve an LLM with reduced cost and cold start times.
  </Card>

  <Card title="Deploy a chatbot with Gemma 3" href="/tutorials/serverless/run-gemma-7b" icon="right-left" horizontal>
    Use vLLM and the OpenAI API to build an interactive chatbot.
  </Card>

  <Card title="Generate images with ComfyUI" href="/tutorials/serverless/comfyui" icon="images" horizontal>
    Deploy ComfyUI and generate images using JSON workflows.
  </Card>

  <Card title="Run Ollama on Serverless CPU" href="/tutorials/serverless/run-ollama-inference" icon="microchip" horizontal>
    Deploy an Ollama server on CPU workers and send an inference request.
  </Card>
</CardGroup>

## Flash

<CardGroup cols={3}>
  <Card title="Generate images with Flash" href="/tutorials/flash/image-generation-with-sdxl" icon="palette" horizontal>
    Deploy SDXL as a serverless endpoint with Python decorators.
  </Card>

  <Card title="Text generation with Transformers" href="/tutorials/flash/text-generation-with-transformers" icon="message-bot" horizontal>
    Deploy a text generation model on Runpod.
  </Card>

  <Card title="Build a load balancing API" href="/tutorials/flash/build-rest-api-with-load-balancer" icon="scale-balanced" horizontal>
    Create a REST API with automatic load balancing.
  </Card>
</CardGroup>

## Pods

<CardGroup cols={3}>
  <Card title="Run LLM inference with JupyterLab" href="/tutorials/pods/run-your-first" icon="text-size" horizontal>
    Launch JupyterLab on a GPU Pod and run inference with Transformers.
  </Card>

  <Card title="Pods + Ollama" href="/tutorials/pods/run-ollama" icon="terminal" horizontal>
    Deploy Ollama on a GPU Pod and run inference using the Ollama API.
  </Card>

  <Card title="Build Docker images with Bazel" href="/tutorials/pods/build-docker-images" icon="docker" horizontal>
    Build Docker images on Pods using Bazel.
  </Card>

  <Card title="Generate images with ComfyUI" href="/tutorials/pods/comfyui" icon="images" horizontal>
    Deploy ComfyUI on a GPU Pod and use the web interface.
  </Card>
</CardGroup>

## Public Endpoints

<CardGroup cols={3}>
  <Card title="Build a text-to-video pipeline" href="/tutorials/public-endpoints/text-to-video-pipeline" icon="video" horizontal>
    Chain multiple Public Endpoints to generate videos from text.
  </Card>
</CardGroup>

## More resources

Review [container tutorials](/containers) for packaging guidance, or browse [community video resources](/references/video-resources) for additional walkthroughs.

<CardGroup cols={2}>
  <Card title="Container tutorials" href="/containers" icon="container-storage" horizontal>
    Learn container fundamentals, Dockerfile creation, persistence, and common Docker commands.
  </Card>

  <Card title="Community video resources" href="/references/video-resources" icon="circle-play" horizontal>
    Browse community tutorials about Runpod workflows and supporting Linux tools.
  </Card>
</CardGroup>