Learn AI Curriculum Cookbook

Cloud agents (parallel) 3 min

Why run things in parallel?

Hand off small, well-scoped jobs to cloud agents.

Cloud agents run tasks in their own sandboxes, in parallel, in the background. You submit, step away, come back to diffs / pull requests.

ProductFromWhat it's good at
DevinCognitionAutonomous engineer over a whole repo
Claude CoworkAnthropicMany small tasks across one or more repos
Copilot WorkspaceGitHubIssue → PR with task plan
Codex CloudOpenAIBackground coding with PR review
OpenHands (cloud)All Hands AIOpen-source alternative, self-hostable

Coding CLI

Pair programming. You and the agent on the same thing, together, in real time.

Cloud agent

Delegation. Many tasks in parallel sandboxes. You review when convenient.

Best for

  • Small features, bug fixes, dependency bumps
  • Refactors with a clear before/after
  • Documentation passes, test additions

Not for

  • "Design this product" — ambiguous, open-ended work
  • Architectural debates that need conversation