Autonomous SWE vs deployed pipeline
Devin is an autonomous engineer that takes a ticket (bug fix, feature request, refactor) and works inside its own VM until it is done. You review the PR. Moonshift is a deterministic 14-stage pipeline that ships a deployed product end-to-end from one prompt. Devin stops at a PR you review; Moonshift stops at a live URL with a drafted launch post.