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Best GPU sandboxes for AI agents

Answer in brief

For GPU workloads, our top picks are Modal Sandboxes, Daytona and Northflank Sandboxes. We weight GPU range, per-second pricing, isolation and how easily GPUs combine with sandbox features.

By the Agent Sandboxes editors · Updated

What GPU workloads need from a sandbox

Some agents need a GPU inside the sandbox — to fine-tune a model, run inference, process video or execute ML code they wrote. Most microVM sandboxes are CPU-only, because GPU passthrough to microVMs is hard, so GPU sandboxes usually use gVisor or containers. Check:

  • GPU range and availability (and whether multi-GPU is supported).
  • Billing granularity — per second matters for short jobs.
  • Isolation for GPU workloads, which is often weaker than for CPU sandboxes.

Best GPU sandboxes for AI agents, ranked

  1. Daytona

    Stateful sandboxes for AI-generated code — Linux containers, Linux and Windows VMs, macOS and GPU sandboxes — with snapshots, volumes and preview URLs.

    • Containers or VMs
    • BYOC
    • GPU
    • Pause/resume

    Why it’s here: GPU sandboxes with up to 8 GPUs, from RTX 4090 to B300 and AMD MI355X, at published hourly rates.

  2. Northflank Sandboxes

    Sandboxes on Northflank’s Kubernetes-based platform — microVMs for CPU work, gVisor for GPUs — on Northflank’s cloud or in your own cloud account.

    • Cloud Hypervisor microVM
    • BYOC
    • GPU
    • Pause/resume

    Why it’s here: L4 to B200 under gVisor on Northflank’s cloud, or on your own GPU nodes via BYOC.

  3. Beam Sandboxes

    Serverless AI compute platform whose sandboxes are gVisor-isolated containers with memory snapshots, optional GPUs and an open-source, self-hostable runtime.

    • gVisor
    • Open source
    • Self-hostable
    • BYOC
    • GPU
    • Pause/resume

    Why it’s here: Serverless GPU platform with sandboxes for running agent code on GPUs.

  4. Koyeb Sandboxes

    Ephemeral microVM sandboxes on Koyeb’s serverless platform for AI-generated code, with CPU or GPU and scale-to-zero.

    • MicroVM
    • GPU

    Why it’s here: GPU-capable microVM sandboxes (public preview) on Koyeb’s serverless platform, now part of Mistral AI.

  5. Kubernetes Agent Sandbox

    Open-source Kubernetes controller and CRDs for isolated, stateful sandbox pods for AI agents, with first-class support on GKE.

    • gVisor or Kata
    • Open source
    • Self-hostable
    • BYOC
    • GPU
    • Pause/resume

    Why it’s here: GPUs and TPUs with gVisor on GKE for teams running their own clusters.

Side by side

SandboxIsolationOpen sourceSelf-host / BYOCCold start (vendor)Max sessionSnapshots / pauseGPUSDKs
Modal SandboxesgVisor or VMNoNo / Not documented<1 sUp to 24 hYes / YesYesPython, JavaScript/TypeScript, Go
DaytonaContainers or VMsNoNot documented / Yes<90 msUnlimitedYes / YesYesPython, TypeScript, Ruby, Go, Java
Northflank SandboxesCloud Hypervisor microVMNoNo / Yes<1 sUnlimitedNot documented / YesYesJavaScript/TypeScript, Python
Beam SandboxesgVisorYesYes / Yes~0.5 sConfigurableYes / YesYesPython, TypeScript
Koyeb SandboxesMicroVMNoNo / Not documentedNot documentedUp to 24 hNot documented / Not documentedYesPython, JavaScript/TypeScript
Kubernetes Agent SandboxgVisor or KataYesYes / Yes<1 s (warm pool)Not documentedYes / YesYesKubernetes CRDs, Python, kubectl

Frequently asked questions

Does E2B support GPUs?
No. E2B documents its sandboxes as CPU-only. For GPU sandboxes, look at Modal, Daytona, Northflank, Beam or Koyeb.

Cite this page

Agent Sandboxes. (2026). Best GPU sandboxes for AI agents. agentsandboxes.org. Last reviewed November 8, 2026. https://agentsandboxes.org/best/gpu/

Found an error or a missing sandbox? Submit a correction — every entry links to the sources it relies on.