Refining Tutorial Difficulty Gradients Based on Confusion Flags Raised in Chat
Knowing when learners stall—mid-sentence, confused, retreating—is the key to shaping tutorials that adapt before frustration wins.

Knowing when learners stall—mid-sentence, confused, retreating—is the key to shaping tutorials that adapt before frustration wins.