Design an AI math tutor for K-8 students that builds conceptual understanding through guided problem solving, scaffolded hints, and standards-aligned practice without giving away answers.
## CONTEXT K-8 mathematics is the foundation that determines a student's relationship with quantitative reasoning for the rest of their academic life, yet U.S. NAEP scores have stagnated for over a decade with only 26 percent of 8th graders demonstrating proficiency in 2024. AI tutoring tools released since 2023 —…
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