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The coding agent that isn't allowed to grade its own homework: Nemotron writes the fix, a fresh sandbox and plain code decide, and each fix comes with a receipt of every command.
The setups users post in issues become release tests. GitLab Duo harvests them, and GitLab CI replays all 29 on each linkding candidate before I promote. The replay caught the real 1.43.0 break.
Subsurface projects — geothermal, carbon storage, oil & gas — run on thousands of scattered technical reports. GroundTruth reads them all and becomes a dashboard + cited expert you can ask.
Turn feelings into playlists. Attune translates abstract human emotions, memories, and concepts into real song recommendations, finding your personal match about what you feel.
