AtlanticAtlantic
Factory investigates the backlog, writes the change, proves it in a browser, reviews the diff, and opens the pull request.
Devin is an autonomous agent you assign a task and watch. Atlantic starts one step earlier, from your backlog, and ends with evidence.
Updated August 2026
AtlanticFactory investigates the backlog, writes the change, proves it in a browser, reviews the diff, and opens the pull request.
Devin takes a scoped task and runs an autonomous coding session. Your team still chooses the work and owns the review path around it.
The difference is not who can write code. It is who chooses the work, proves the result, and owns the path to review.
| Feature | Atlantic | Devin |
|---|---|---|
| Picks the problem from your backlog | Yes, three finders and a judge | No, you assign the task |
| Browser QA on a booted preview | Every run, up to 40 steps on video | Limited |
| Second-model review before the PR | Yes, up to 2 fix cycles | No |
| Opens a pull request, never merges | Yes, human merge always | Varies |
| Pay only when a PR lands | Yes, nothing-to-do costs nothing | No, billed for the agent's time |
AtlanticYes, three finders and a judge
DevinNo, you assign the task
AtlanticEvery run, up to 40 steps on video
DevinLimited
AtlanticYes, up to 2 fix cycles
DevinNo
AtlanticYes, human merge always
DevinVaries
AtlanticYes, nothing-to-do costs nothing
DevinNo, billed for the agent's time
Factory boots the branch on a real machine, drives the changed surface in a browser, and records the result before the pull request opens.

Linear, Jira, GitHub, Slack, Sentry, and your repository give Factory the context to choose and scope the next issue.
See integrationsA separate model reviews the diff, raises blockers and flags, and sends fixes back through the loop. Factory never merges the result.

Atlantic investigates, implements, proves, and reviews the change. Your team makes the final call.