GitLab Orbit is GA: Higher agent accuracy, lower token cost
GitLab has made Orbit generally available. It describes Orbit as a context graph for the software lifecycle: a live, queryable view of code, merge requests, work items, pipelines, vulnerabilities and ownership, updated continuously as teams ship.
GitLab argues that AI agents mostly guess because code is all they can see. In big monorepos they ping the backend repeatedly for context, burning time and tokens, and sometimes give up. "The model isn't the constraint. Context is," the company writes.
In GitLab's own testing, agents connected to Orbit needed up to 45 times fewer retries and used 4.5 times fewer tokens on the same tasks. A companion post shows Orbit mapping which projects and owners a critical vulnerability touches.
Key points
- Orbit is GA
- Up to 45x fewer agent retries, 4.5x fewer tokens (GitLab tests)
Summary written by Readthrough from the original article. The full story, with photos and any updates, is at GitLab Blog.
