3 articles
TutorMoments, AI2's replay-based benchmark for LLM tutors, finds models over-help by default. How it scores scaffolding and rigor in real tutoring transcripts.
A Dartmouth study of an AI tutor in intro statistics links full engagement to a 0.71-1.30 SD exam gain. What it measured, and why selection bias still matters.
Douglas Thain's free compilers textbook walks you through building a C-like compiler that emits real X86 and ARM assembly, plus what HN recommends reading next.
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