---
title: "Instances"
description: >-
  TIR Instances are high-performance, containerized compute environments for AI/ML development. Launch GPU-backed workspaces with pre-installed frameworks, JupyterLab access, and persistent storage.
displayed_sidebar: tirSideBar
---

import { InstancesBadges, InstancesQuickStart, InstancesCapabilities, InstancesAPIDoc, InstancesBilling } from './InstancesCards'

# Instances

TIR Instances are high-performance, containerized compute environments for AI/ML development. Launch GPU-backed workspaces with pre-installed ML frameworks, JupyterLab access, and persistent storage, ready in minutes.

<InstancesBadges />

## Quick Start

<InstancesQuickStart />

## Explore Instances

<InstancesCapabilities />

## API Reference

<InstancesAPIDoc />

## Billing & Plans

<InstancesBilling />


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