Autonomous Data Labeling Agent framework offering reliable performance through ground truth validation. Provides controllable output with flexible constraints, specializes in custom data processing workflows, features autonomous learning via observation and reflection, and includes an extensible runtime adaptable to diverse requirements without a steep learning curve.