Hiring to Train AI – When Data Collection Crosses the Line

TransPerfect’s $30 “Remote Data Contributor” job isn’t just harmless side work — it’s part of a massive AI training pipeline. By paying people to record their voices, companies quietly harvest human speech to teach machines how to sound like us. It’s data extraction disguised as inclusion — and it’s accelerating the automation of human jobs, one voice at a time.

Why Human Stenographers Still Outperform AI in the “Cocktail Party” Problem—and Always Will in Legal Proceedings

AI still can’t match human stenographers—especially in legal settings. From overlapping speech and accents to emotional testimony, the “cocktail party problem” is far from solved. Only a certified court reporter can deliver 99% accuracy, real-time clarification, and a legally admissible record. Don’t fall for the hype. Humans are still the gold standard.