---
title: "Development environments for your AI Coding Agents"
description: "Give every AI Coding Agent an isolated, production-like environment on your infrastructure to build, test, and verify against real services and data."
url: "https://www.okteto.com/ai/"
source: "https://www.okteto.com"
---

# Most agents just guess. With Okteto, your agents know.

Every agent task gets an isolated, production-like environment on your infrastructure to build, test, and verify against real services and data.

[Get a Demo](https://www.okteto.com/get-demo)[Start for Free](https://www.okteto.com/signup)

## Bring your own agent

Keep Claude Code, Cursor, Codex, Copilot, or your own internal agents. Let Okteto become the powerful environment layer underneath them.

Install the Okteto skill, point the session to your cluster, and watch your agents immediately start using Okteto to validate their tasks.

[Read the integration docs](https://www.okteto.com/docs/ai-agent-environments/)

## Every task gets a real environment

Run complete, isolated, multi-service enviornments or only the services that the task touches. Your agent decides, not the vendor.

## The agent runs and verifies

Builds, deploys, and runs your end to end tests and checks the endpoints itself. Once the work has been verified, open a pull request, with a live preview environment.

## Your platform team stays in control

Centralized credentials, policies, TTL, quotas, and automatic cleanup. Every environment inherits your guardrails.

[![Yotpo](https://cdn.sanity.io/images/6icyfeiq/production/fc9a1efb3a171d9169b048a15e4a5636c64fe759-113x32.svg)](https://www.yotpo.com/)[![Lightdash](https://cdn.sanity.io/images/6icyfeiq/production/ca9f28eeb5a65e2e9b3028f54b12a60a113b59cf-1000x202.png)](https://www.lightdash.com/)[![Ruggable](https://cdn.sanity.io/images/6icyfeiq/production/07743ed2e7b5c74d050e9d7fd446028c6724e978-500x115.png)](https://ruggable.com/)[![Lema.ai](https://cdn.sanity.io/images/6icyfeiq/production/fff0c34f467af8233d9a64b014ea9dff8a9a1e98-109x38.svg)](https://www.lema.ai/)[![LaunchDarkly](https://cdn.sanity.io/images/6icyfeiq/production/2d6933fc1badc391c818660954385ff408aefe84-5682x877.svg)](https://launchdarkly.com/)[![monday.com](https://cdn.sanity.io/images/6icyfeiq/production/ea462ad717901e6307784c09b999fc5922e67241-326x60.svg)](https://www.monday.com/)

[![Yotpo](https://cdn.sanity.io/images/6icyfeiq/production/fc9a1efb3a171d9169b048a15e4a5636c64fe759-113x32.svg)](https://www.yotpo.com/)[![Lightdash](https://cdn.sanity.io/images/6icyfeiq/production/ca9f28eeb5a65e2e9b3028f54b12a60a113b59cf-1000x202.png)](https://www.lightdash.com/)[![Ruggable](https://cdn.sanity.io/images/6icyfeiq/production/07743ed2e7b5c74d050e9d7fd446028c6724e978-500x115.png)](https://ruggable.com/)[![Lema.ai](https://cdn.sanity.io/images/6icyfeiq/production/fff0c34f467af8233d9a64b014ea9dff8a9a1e98-109x38.svg)](https://www.lema.ai/)[![LaunchDarkly](https://cdn.sanity.io/images/6icyfeiq/production/2d6933fc1badc391c818660954385ff408aefe84-5682x877.svg)](https://launchdarkly.com/)[![monday.com](https://cdn.sanity.io/images/6icyfeiq/production/ea462ad717901e6307784c09b999fc5922e67241-326x60.svg)](https://www.monday.com/)

## Ready to give your AI Coding Agents a real place to work?

Bring your coding agents. We'll handle the environment layer.

[Get a Demo](https://www.okteto.com/get-demo)[Start for Free](https://www.okteto.com/signup)