ChatEDU – The AI & Education Podcast

Human Start, AI Feedback, Human Finish | Ep. 103

Mar 27, 2026
Casey Cuny, a veteran high school English teacher and 2024 California Teacher of the Year who builds classroom AI tools, discusses balancing human-centered teaching with AI. He outlines a Human Start, AI Feedback, Human Finish framework. Short takes cover authentic assessment, AI fluency and prompting, student reactions to AI, and his witai.app formative-assessment tool.
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ANECDOTE

Subscriber Built AI Wine Sommelier Workflow

  • Sophia in London uses an AI workflow to manage wine pairings: photos of labels index vintages, receipts parse ingredients, and a seven-day pairing schedule is generated.
  • Her husband, a wine connoisseur, reported the system hasn't been wrong yet.
INSIGHT

Improv Actors Help Train Human Emotion Into Models

  • Labs are hiring improv actors and sketch comics to record authentic human emotion for multimodal models and close a 'jagged performance gap.'
  • The project pays about $74/hour for performers to create video improv scenes used for model training.
INSIGHT

CUNY Funds 113 AI Campus Projects

  • CUNY invested $3 million across 113 campus AI projects focused on academic support, coursework, literacy, and ethics.
  • Examples include AI navigators for student services and AI-driven resource optimization to address food insecurity.
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