Primary job
- Liminal AI
- Multi-step autonomous tasks
- GitHub Copilot
- Inline completions & chat in IDE
Updated 2026-06-02
Copilot suggests code as you type. Liminal runs multi-step plans — read files, edit, test, browse — on your hardware.
Copilot is optimized for speed while you type — accept a suggestion, keep moving.
Liminal is optimized for goals: fix this test suite, migrate this module, research this API and patch callers.
FAQ
For autonomous repo work, often yes. For inline tab-completion inside GitHub's editor, Copilot is still the focused product.
Liminal can target local model endpoints and keep traces on your network. Copilot is a hosted Microsoft/GitHub service.