Author

Ayush Thonge

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Book Open access Jul 2026

A Good Rubber Duck Does Not Quack: Designing Socratic Scaffolding in AI Tutors

Socratic AI, a VS Code-integrated tutor that addresses this through pedagogically-grounded Socratic dialogue constrained to withhold direct solutions is presented, and evidence that stateful tracking enables adaptive Socratic dialogue that scaffolds productive struggle rather than short-circuiting learning is contributed.

Ayush Thonge, Aalok Thakkar · Annual Conference on Innovat... · 0 citations