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Make every AI credit count: See, cap, and reduce agent spend

GitLab describes new controls in its Duo Agent Platform for managing agent spend. These include per-user and per-group credit caps with alerts at 50%, 80% and 100% and an automatic pause at the cap, plus Impact Analytics for breaking spend down by team, task and model. GitLab also says three open-weight models are now hosted, with internal benchmark claims of matching frontier models at lower cost, and that its Orbit context graph reduces agent retries.

What changes for platform teams

Platform teams using GitLab can pin models per feature and set per-user credit caps today, with Impact Analytics in early access. Orbit is in free beta on GitLab.com and is slated for general availability next month, and its cost benefits rest on GitLab's own testing.

Read the original at GitLab Blog ↗

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