Autoresearch, on your Mac
Give Studio a goal and your coding agent runs the research loop until it beats the model you run today.
- ReadIt reads the papersEvery change cites the paper it came from.
- BranchIt branches the experiment treeEach idea is a branch. The winners get children.
- MeasureIt measures every runEach run is scored against its parent, so the tree only climbs.
Start on your Mac. Scale in the cloud.
- Studio · Mac app
Research on your Mac
Free. Your own Claude Code, Codex or OpenCode does the work, on your machine.
- Sweep a learning-rate schedule on a small model overnight
- Reproduce a paper's result before you build on it
- Fix your eval suite, then branch from the baseline
- Cloud · private preview
Scale it on ours
For runs that outgrow your Mac. GPUs, sandboxes, tracing and serving, with nothing to set up.
- Train on supercomputers
- Give every agent a sandbox that keeps working for days
- Serve the winner behind an endpoint
Why every company will train its own models
Specialists win
Companies were never run by one generalist. A model trained for one job beats a frontier model at it, for less.
Agents do the research
Coding agents accelerate the training loop themselves, trying many ideas in parallel, until you beat the frontier.
You own it
Your weights, your data. Nothing you train ends up in someone else's product.
What you can train
Classifiers
Route tickets, tag documents and flag risk, in your categories.
Extraction
Pull the fields you need out of forms, invoices and contracts.
Agents
Trained on your tools and your workflows, not someone else's.
On-device
Small enough to run in the browser or on a phone, with no API bill.
How Cloud works
- TracingMeasureSee how the models in your product perform on real work.
- SandboxesBenchmarkWrite the eval that defines state of the art for your job.
- SupercomputersTrainYour coding agent runs the experiments on our GPUs until it beats the model you run today.
- ModelsServeShip it behind an endpoint. It keeps learning from what comes in.
10:25€512
12:55€587
