inquiry-based-learning

The article introduces Prober.ai, a web-based writing environment that uses LLM-constrained personas to provide inquiry-based feedback for argumentative writing, aiming to prevent cognitive outsourcing. Developed as a hackathon prototype, the system gates revision suggestions behind student reflection to preserve critical thinking skills.