Own the Ground Truth: You will own the final checkpoint between raw environments and customer model runs. If an environment teaches a model the wrong behavior, you pull the plug.
Massive Leverage: We don’t solve quality by throwing armies of manual labelers at a spreadsheet. You will architect the automated judge harnesses, red-teaming agents, and telemetry that enforce quality programmatically.
