What each product does, in detail.

ML.ai Inference is the harness underneath. Each product below runs on it, and its feature pages cover what the product does, how it behaves in practice, and where its limits are.

ML.ai Code

Agents

Choose a subagent for the composer and it stays selected until you remove or replace it. Each one is built for a different kind of work, and only general carries out changes end to end.

Background runs

A delegated job runs in its own session. Your conversation stays usable, and the run survives the panel being closed, hidden or reloaded.

Skills

Type / to attach a skill to your next message. Five ship with the product, and your own project and global skills appear in the same list.

MCP servers

Connect tools over the Model Context Protocol, scoped per project or globally, with environment variables, headers, timeouts and OAuth sign-in.

Plan mode

Plan is genuinely restricted, not a suggestion. The edit and write tools are denied to it, and a stricter command budget applies.

Command safety classifier

Every shell command is lexed and classified by effect before it runs. Reads never prompt, writes and higher-risk effects do, and a short list of absolute refusals holds regardless of mode.

Permission prompts

Every edit and command routes through one gate: Allow, Always, or Deny. A native diff opens before you decide, and a denial is passed back to the model with its reason.

Try ML.ai Code today, or talk to us about what is next.

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