Spawning Pool Request access
Early access

Agentic AI research.

Describe the experiment you want to run. An AI agent writes the code and shows you the plan, time and cost before anything runs. You approve it, and the results land on your dashboard.

Request early access How it works
  • Secure, sandbox environments
  • Runs in your own cloud
  • Share results between team members
new experiment Example
you

Fine-tune an 8B open model on our support-ticket dataset and compare it with the base model on held-out accuracy.

agent

Here's the plan. The code is ready for review.

  1. Load the dataset and split it 80 / 10 / 10
  2. LoRA fine-tune for 3 epochs on 1× A100
  3. Evaluate base and fine-tuned models on the held-out set
  4. Report accuracy, loss curves and sample outputs
Estimated time~2 h 10 min
Estimated cost~$14
EnvironmentIsolated
Waiting for your approval

The problem

Research time keeps going to setup.

Environments, dependencies, cluster configs, data plumbing, job scripts. Research teams spend significant time on manual setup and configuration instead of research. Spawning Pool removes that overhead.

How it works

From a prompt to shareable results.

  1. 1

    Prompt the experiment

    Describe what you want to run in plain language: the question, the data, the comparison.

  2. 2

    Review the plan

    An AI agent generates the code with an execution plan, estimated time and estimated cost for your approval.

  3. 3

    Run it securely

    Once you approve, the experiment runs in a secure sandbox in your own cloud. Nothing to set up on your side.

  4. 4

    Share the results

    Results arrive on a dashboard, ready to share across teams.

Why it is built this way

You decide what runs. The agent does the rest.

Nothing runs without approval

You see the code, the plan, the estimated time and the cost before anything starts.

Secure sandbox

Every experiment runs in its own sandbox, isolated from your systems and from other runs.

Runs in your own cloud

Experiments run in your cloud account, under your control and on your bill.

Results on a dashboard

Results arrive on a dashboard, ready to share across teams instead of stuck in one notebook.

Leading labs have built this capability internally. We make it available to every research team.

Early access

Bring Spawning Pool to your team.

We're onboarding research teams in small batches. Tell us about yours and the experiments you run, and we'll be in touch.