Blaxel vs. Modal · Agent execution infrastructure

Agents work, wait, then work again.

Their infrastructure should too. Blaxel keeps the full working state ready through standby, resumes it in 25ms, and drops active-compute cost to $0 while the agent waits.

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Blaxel vs. Modal

Choose based on what happens between actions.

Modal is built for serverless functions, batch compute, GPU inference, and training. Blaxel is designed around agents that pause, resume, and continue in the same working environment.

Workload-fit comparison

Best fit

Blaxel

Agents that do real work

Agents that execute code, call tools, pause for input, and return to the same working environment.

Modal

High-throughput serverless compute

GPU inference, model training, Python functions, and batch jobs that run as serverless compute.

While the agent waits

Blaxel

Keep the state without active compute

The sandbox enters standby automatically. Active-compute cost drops to $0 while the full working state stays ready. Snapshot storage still applies.

Modal

Keep it active, or restore it later

Keep the sandbox running and continue paying for its active lifetime, or stop it and restore a snapshot into a new sandbox later.

When work resumes

Blaxel

Continue in the same environment

The same filesystem, memory, and running processes resume in 25ms, with no standby duration limit. Use a Volume only when data must outlive the sandbox.

Modal

Restore into a new sandbox

Filesystem snapshots default to 30 days and can be kept indefinitely. Alpha memory snapshots expire after 7 days. Both restore into a new sandbox.

Isolation boundary

Blaxel

A dedicated microVM by default

Every Blaxel sandbox runs inside its own Firecracker microVM with a separate kernel and hardware-enforced tenant isolation.

Modal

gVisor standard; beta VM option

Modal Sandboxes use gVisor by default. An opt-in beta VM runtime provides a real Linux kernel for Docker and similar workloads; it is currently CPU-only and does not support memory snapshots.

Where it runs

Blaxel

Choose the execution boundary

Run on Blaxel's managed cloud, connect privately to your VPC, or run the sandbox runtime in your own cloud.

Modal

Modal-managed cloud

Modal manages the runtime, networking, and application resources in its cloud.

Run the full agent lifecycle with a real workload.

Up to $200 in credits · No credit card required

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Agents work, wait, then work again

Keep the work ready without keeping compute active.

Blaxel moves the sandbox into standby between actions. Files, memory, and processes stay ready, active-compute cost drops to $0, and the same environment resumes in 25ms. Snapshot storage charges still apply.

Perpetual standby

Compute follows the agent's rhythm.

When the agent waits for a person, CI run, or external system, the sandbox enters standby without discarding the environment it already built.

  • Files, memory, and processes stay ready
  • No standby duration limit
  • Stop paying active compute while the agent waits

25ms resume with full state

Resume without rebuilding the environment.

Resume the same filesystem, memory, and processes in 25ms. The next action starts with dependencies loaded and the working environment intact.

  • Same filesystem and memory
  • Running processes restored
  • No clone, install, or process restart

Credentials and network access

Set the access boundary before code runs.

Use domain filtering and proxy secret injection in public preview. Attach a dedicated egress IP in private preview when downstream systems require an allowlisted source.

  • Domain filtering in public preview
  • Proxy secret injection in public preview
  • Dedicated egress IPs in private preview

Live runtime visibility

Inspect the agent before it continues.

Stream output, watch filesystem and process activity, and open a controlled preview before the agent finishes or enters standby.

  • Real-time stdout and stderr
  • Process and filesystem events
  • Private preview URLs

Keep the agent code and framework

Change the runtime, not the agent stack.

Keep Python, TypeScript, or Go and the agent framework you already use. Host the agent, sandbox, MCP servers, batch jobs, and model access on Blaxel through an SDK or REST API.

OpenAI

First-class sandbox provider

OpenAI Agents SDK

Keep OpenAI agent logic while Blaxel provides persistent code execution, file transfer, streaming, and application previews.

Claude

Agent framework compatibility

Claude ecosystem

Run Claude Agent SDK or Claude Code with an isolated computer that preserves the working environment between interactions.

Run the pause test with OpenAI or Claude.

Up to $200 in credits · No credit card required

Create a workspace

Blaxel and Modal

Questions teams ask when choosing Blaxel or Modal.

Is Blaxel or Modal better for production AI agents?

Blaxel is the better fit for agents that work in bursts and must resume the same filesystem, memory, and running processes. Modal is the better fit for GPU inference, training, fine-tuning, and workloads centered on its broader serverless compute platform.

How does Blaxel standby differ from Modal Sandbox snapshots?

Blaxel standby preserves the filesystem, memory, and running processes, then resumes the same working state in 25ms. Modal filesystem snapshots expire after 30 days by default, although that can be changed or removed. Modal's Alpha memory snapshots expire after 7 days and restore into a new Sandbox.

Does Blaxel charge active compute while an agent waits?

No. Blaxel stops active-compute billing while the sandbox is in standby. Snapshot storage that preserves memory and filesystem state still incurs storage charges, and attached volumes are billed separately.

When should I choose Modal instead of Blaxel?

Choose Modal for GPU inference, training, fine-tuning, or high-throughput parallel compute. Choose Blaxel for CPU-focused agents that execute code, use tools, pause between actions, and must continue from the same live working state.

Does Blaxel support TypeScript, Python, and Go?

Yes. Blaxel provides first-class SDKs for TypeScript, Python, and Go, plus a REST API. You can keep the language and agent framework that fit your application.

How do I move an agent sandbox from Modal to Blaxel?

Keep the agent's core logic, replace Modal-specific lifecycle, image, storage, and networking calls with the Blaxel SDK or REST API, then validate the workload against its real session and access requirements.

Blaxel vs. Modal

Run one agent through the full work cycle.

Run one coding, research, or data-analysis workload. Let it work, enter standby, then reconnect. Verify that the same files, memory, and processes continue in 25ms, with $0 active-compute cost during the wait. Snapshot storage charges apply.

Create a workspace