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An agent that remembers which research-pipeline repairs actually worked—and learns only from human-confirmed outcomes.
Scientific visuals you can verify, not just admire.
Stops silent data changes before they break production ML—using DataHub context to score blast radius, propose a constrained repair, validate it in dbt, and write the decision back.