# Devin Outposts Devin Cloud sessions, running on machines you choose: a GPU box in your lab, a VM in your private network, a Kubernetes cluster beside your internal services, or a Mac mini on your desk [Get started](https://app.devin.ai/settings/environment?tab=outposts)[Book a demo](https://devin.ai/demo) ### Debug training runs on the GPU box that ran them Devin works on the machine that ran the job, so it sees the real logs, checkpoints, and state. It can reproduce the failure on the same drivers and data, then restart the run with the fix ### Work against services only your network can see Put a worker on a VM inside your network. Devin can then reproduce bugs that only appear against your staging database, test internal APIs end to end, and run tools that never leave your network ![OpenRouter](https://devin.ai/images/customer-logos/openrouter.svg?dpl=dpl_5vKNYfy5aoaVa5a2Qcmc4t7U1FsP) ![Modal](https://devin.ai/images/customer-logos/modal.svg?dpl=dpl_5vKNYfy5aoaVa5a2Qcmc4t7U1FsP) ![Gamma](https://devin.ai/images/customer-logos/gamma.svg?dpl=dpl_5vKNYfy5aoaVa5a2Qcmc4t7U1FsP) ![Citi](https://devin.ai/images/customer-logos/citi.svg?dpl=dpl_5vKNYfy5aoaVa5a2Qcmc4t7U1FsP) ![Reducto](https://devin.ai/images/customer-logos/reducto.svg?dpl=dpl_5vKNYfy5aoaVa5a2Qcmc4t7U1FsP) ![Mercor](https://devin.ai/images/customer-logos/mercor.svg?dpl=dpl_5vKNYfy5aoaVa5a2Qcmc4t7U1FsP) ![Mercedes](https://devin.ai/images/customer-logos/mercedes.svg?dpl=dpl_5vKNYfy5aoaVa5a2Qcmc4t7U1FsP) ![AngelList](https://devin.ai/images/customer-logos/angellist.svg?dpl=dpl_5vKNYfy5aoaVa5a2Qcmc4t7U1FsP) ![Fox](https://devin.ai/images/customer-logos/fox.svg?dpl=dpl_5vKNYfy5aoaVa5a2Qcmc4t7U1FsP) ![NVIDIA](https://devin.ai/images/customer-logos/nvidia.svg?dpl=dpl_5vKNYfy5aoaVa5a2Qcmc4t7U1FsP) ![RV Tech](https://devin.ai/images/customer-logos/rivian-vw.svg?dpl=dpl_5vKNYfy5aoaVa5a2Qcmc4t7U1FsP) ![AT\&T](https://devin.ai/images/customer-logos/att.svg?dpl=dpl_5vKNYfy5aoaVa5a2Qcmc4t7U1FsP) ![Profound](https://devin.ai/images/customer-logos/profound.svg?dpl=dpl_5vKNYfy5aoaVa5a2Qcmc4t7U1FsP) ![Rohlik Group](https://devin.ai/images/customer-logos/rohlik.svg?dpl=dpl_5vKNYfy5aoaVa5a2Qcmc4t7U1FsP) ![Cloudflare](https://devin.ai/images/customer-logos/cloudflare.svg?dpl=dpl_5vKNYfy5aoaVa5a2Qcmc4t7U1FsP) ![Lowe's](https://devin.ai/images/customer-logos/lowes.svg?dpl=dpl_5vKNYfy5aoaVa5a2Qcmc4t7U1FsP) ![Exa](https://devin.ai/images/customer-logos/exa.svg?dpl=dpl_5vKNYfy5aoaVa5a2Qcmc4t7U1FsP) ![Wayfair](https://devin.ai/images/customer-logos/wayfair.svg?dpl=dpl_5vKNYfy5aoaVa5a2Qcmc4t7U1FsP) ![Elevance Health](https://devin.ai/images/customer-logos/elevance.svg?dpl=dpl_5vKNYfy5aoaVa5a2Qcmc4t7U1FsP) ![OpenRouter](https://devin.ai/images/customer-logos/openrouter.svg?dpl=dpl_5vKNYfy5aoaVa5a2Qcmc4t7U1FsP) ![Modal](https://devin.ai/images/customer-logos/modal.svg?dpl=dpl_5vKNYfy5aoaVa5a2Qcmc4t7U1FsP) ![Gamma](https://devin.ai/images/customer-logos/gamma.svg?dpl=dpl_5vKNYfy5aoaVa5a2Qcmc4t7U1FsP) ![Citi](https://devin.ai/images/customer-logos/citi.svg?dpl=dpl_5vKNYfy5aoaVa5a2Qcmc4t7U1FsP) ![Reducto](https://devin.ai/images/customer-logos/reducto.svg?dpl=dpl_5vKNYfy5aoaVa5a2Qcmc4t7U1FsP) ![Mercor](https://devin.ai/images/customer-logos/mercor.svg?dpl=dpl_5vKNYfy5aoaVa5a2Qcmc4t7U1FsP) ![Mercedes](https://devin.ai/images/customer-logos/mercedes.svg?dpl=dpl_5vKNYfy5aoaVa5a2Qcmc4t7U1FsP) ![AngelList](https://devin.ai/images/customer-logos/angellist.svg?dpl=dpl_5vKNYfy5aoaVa5a2Qcmc4t7U1FsP) ![Fox](https://devin.ai/images/customer-logos/fox.svg?dpl=dpl_5vKNYfy5aoaVa5a2Qcmc4t7U1FsP) ![NVIDIA](https://devin.ai/images/customer-logos/nvidia.svg?dpl=dpl_5vKNYfy5aoaVa5a2Qcmc4t7U1FsP) ![RV Tech](https://devin.ai/images/customer-logos/rivian-vw.svg?dpl=dpl_5vKNYfy5aoaVa5a2Qcmc4t7U1FsP) ![AT\&T](https://devin.ai/images/customer-logos/att.svg?dpl=dpl_5vKNYfy5aoaVa5a2Qcmc4t7U1FsP) ![Profound](https://devin.ai/images/customer-logos/profound.svg?dpl=dpl_5vKNYfy5aoaVa5a2Qcmc4t7U1FsP) ![Rohlik Group](https://devin.ai/images/customer-logos/rohlik.svg?dpl=dpl_5vKNYfy5aoaVa5a2Qcmc4t7U1FsP) ![Cloudflare](https://devin.ai/images/customer-logos/cloudflare.svg?dpl=dpl_5vKNYfy5aoaVa5a2Qcmc4t7U1FsP) ![Lowe's](https://devin.ai/images/customer-logos/lowes.svg?dpl=dpl_5vKNYfy5aoaVa5a2Qcmc4t7U1FsP) ![Exa](https://devin.ai/images/customer-logos/exa.svg?dpl=dpl_5vKNYfy5aoaVa5a2Qcmc4t7U1FsP) ![Wayfair](https://devin.ai/images/customer-logos/wayfair.svg?dpl=dpl_5vKNYfy5aoaVa5a2Qcmc4t7U1FsP) ![Elevance Health](https://devin.ai/images/customer-logos/elevance.svg?dpl=dpl_5vKNYfy5aoaVa5a2Qcmc4t7U1FsP) ## Ready-made ways to run an Outpost [![Kubernetes](https://devin.ai/_next/image?url=%2Fimages%2Fblog%2Fintroducing-devin-outposts%2Flogos%2Fkubernetes.png\&w=384\&q=75\&dpl=dpl_5vKNYfy5aoaVa5a2Qcmc4t7U1FsP)](https://github.com/CognitionAI/devin-outpost-k8s) [Open-source operator that runs each session as a pod on your cluster](https://github.com/CognitionAI/devin-outpost-k8s) [![Modal](https://devin.ai/images/blog/introducing-devin-outposts/logos/modal.svg?dpl=dpl_5vKNYfy5aoaVa5a2Qcmc4t7U1FsP)](https://modal.com/docs/devin) [Reproduce failures and profile fixes on the hardware you train and serve on](https://modal.com/docs/devin) [![Cloudflare](https://devin.ai/_next/image?url=%2Fimages%2Fblog%2Fintroducing-devin-outposts%2Flogos%2Fcloudflare.png\&w=256\&q=75\&dpl=dpl_5vKNYfy5aoaVa5a2Qcmc4t7U1FsP)](https://developers.cloudflare.com/sandbox/tutorials/devin-outposts/) [Isolated sandbox per session with private access to internal services](https://developers.cloudflare.com/sandbox/tutorials/devin-outposts/) [![Daytona](https://devin.ai/_next/image?url=%2Fimages%2Fblog%2Fintroducing-devin-outposts%2Flogos%2Fdaytona.png\&w=256\&q=75\&dpl=dpl_5vKNYfy5aoaVa5a2Qcmc4t7U1FsP)](https://www.daytona.io/docs/en/guides/devin/devin-outposts/) [Linux and Windows sandboxes that start in under 90 ms from snapshots](https://www.daytona.io/docs/en/guides/devin/devin-outposts/) [![NVIDIA Brev](https://devin.ai/images/blog/introducing-devin-outposts/logos/nvidia.svg?dpl=dpl_5vKNYfy5aoaVa5a2Qcmc4t7U1FsP)Brev](https://brev.nvidia.com/launchable/deploy?launchableID=env-3Ge1ZXazlZQuJHfQed2od9IT8R5) [GPU instances on NVIDIA Brev, deployed as a one-click Launchable](https://brev.nvidia.com/launchable/deploy?launchableID=env-3Ge1ZXazlZQuJHfQed2od9IT8R5) [![NVIDIA OpenShell](https://devin.ai/images/blog/introducing-devin-outposts/logos/nvidia.svg?dpl=dpl_5vKNYfy5aoaVa5a2Qcmc4t7U1FsP)OpenShell](https://github.com/NVIDIA/OpenShell#supported-agents) [A sandbox per session for secure environments, from VM to GPU cluster](https://github.com/NVIDIA/OpenShell#supported-agents) [![Namespace](https://devin.ai/_next/image?url=%2Fimages%2Fblog%2Fintroducing-devin-outposts%2Flogos%2Fnamespace.png\&w=256\&q=75\&dpl=dpl_5vKNYfy5aoaVa5a2Qcmc4t7U1FsP)](https://namespace.so/docs/devbox/devin) [macOS on Apple silicon where Devin builds, runs and tests iOS apps](https://namespace.so/docs/devbox/devin) [![E2B](https://devin.ai/images/blog/introducing-devin-outposts/logos/e2b.svg?dpl=dpl_5vKNYfy5aoaVa5a2Qcmc4t7U1FsP)](https://e2b.dev/docs/agents/devin-outposts) [Agent machines at any CPU and RAM size with sub-second starts](https://e2b.dev/docs/agents/devin-outposts) ## When to use Devin Outposts For most customers, we recommend Devin’s managed hosting options, which provide built-in orchestration, isolation, persistence, scaling, and lifecycle management. | Option | When to use it | Ownership | | -------------------- | --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------- | | Multi-tenant hosting | The default for most organizations, especially when you want quick deployment and your development resources are publicly accessible. | Devin manages the infrastructure and orchestration. | | Dedicated Tenant | Recommended for security-conscious organizations that need stronger tenant isolation, private connectivity, and Devin-managed security and orchestration. This includes resources accessed through PrivateLink, IPsec, or supported VPN configurations. | Devin manages a customer-isolated deployment and its orchestration. | | Devin Outposts | This is generally best suited to tech-native organizations or small, trusted teams. Use it when Devin must run directly on your machines or network and your team already has substantial experience operating remote development VMs securely and reliably at scale. | Your team operates worker capacity, scaling, availability, machine lifecycle, security controls, and orchestration. | ### Multi-tenant hosting When to use it The default for most organizations, especially when you want quick deployment and your development resources are publicly accessible. Ownership Devin manages the infrastructure and orchestration. ### Dedicated Tenant When to use it Recommended for security-conscious organizations that need stronger tenant isolation, private connectivity, and Devin-managed security and orchestration. This includes resources accessed through PrivateLink, IPsec, or supported VPN configurations. Ownership Devin manages a customer-isolated deployment and its orchestration. ### Devin Outposts When to use it This is generally best suited to tech-native organizations or small, trusted teams. Use it when Devin must run directly on your machines or network and your team already has substantial experience operating remote development VMs securely and reliably at scale. Ownership Your team operates worker capacity, scaling, availability, machine lifecycle, security controls, and orchestration. ## Stop deprioritizingDo it all with Devin [Get started](https://app.devin.ai/settings/environment?tab=outposts)[Book a demo](https://devin.ai/demo)