The Rise of Always-On Autonomous Tutors

Modern students no longer wait for weekly doubt-clearing sessions. Large language models fine-tuned on STEM curricula provide step-by-step mathematical proofs, Socratic hints, and syntax debugging around the clock.

Socratic Prompting vs Direct Solutions

The best educational algorithms intentionally withhold final answers, prompting students to deduce logical steps independently.