Built at HackTX 2026
Ducky
Talk it through.
Explain your work out loud, in writing, or with a sketch. Ducky helps you find where it broke.
Students
Explain it your way.
Ducky listens, then asks the next question.
Why it works
Tutoring works.
It just can’t scale.
College professors instruct hundreds of students. High school teachers see more than 150 students daily. The result? Nobody can listen to every student think. That’s why we made Ducky.
The problem
- 45%
- of U.S. 12th graders score below NAEP Basic in math. The highest share ever recorded.NAEP 2024 · The Nation’s Report Card, released September 2025
- 33.8%
- of students fail lecture-based STEM courses. With active learning, that drops to 21.8%.Freeman et al., PNAS 2014 · 225 studies
What works
- +0.37 SD
- the average learning gain from tutoring, across dozens of randomized trials.Nickow, Oreopoulos & Quan, NBER 2020
- 2×
- the learning gain of an AI tutor over active learning in class, in less time. Randomized trial, Harvard physics students.Kestin et al., Scientific Reports 2025
Built on how people actually learn.
01
Say it to see it
Explaining your reasoning builds sharper mental models than reading a solution. So you talk through the work instead of pasting in an answer.
Self-explanation · Bisra et al., 2018 · 64 studies, g = 0.55
02
Words plus pictures
People learn more from words paired with visuals. Every diagram is checked by a second model before you see it.
Multimedia principle · Mayer, 2009
03
Misconceptions don’t fade
Ideas like “heavier things fall faster” survive lecture. Ducky names each one the moment it appears and sends it to your teacher’s heatmap.
Force Concept Inventory · Hestenes et al., 1992

