HOPE is a 1-on-1 education
project exploring how AI can help kids learn without becoming an
answer machine. The goal is to build a tutor that keeps the student
thinking, gives parents visibility into progress, and turns home
learning into something a child can actually return to week after
week.
The public site positions HOPE around
1-on-1 education. The product
direction is shaped by customer discovery with parents across
Winnipeg, Toronto, and the Bay Area.
Parents described school as a
black box. They often cannot
see what their kids are learning until a report card arrives, so
they create shadow systems at home with tutors, workbooks, apps, and
late-night homework help.
HOPE is built around the belief that AI should not replace thinking.
It should help kids build it. That means guided questions when a
student can reason forward, clear explanations when they are truly
stuck, and parent-facing insight that makes learning visible again.
AI Tutoring
Customer Discovery
Socratic Learning
Parent Visibility
I wrote down the biggest lessons from six weeks of talking to nearly
30 parents about kids, school, tutoring, and AI. The full post now
lives on its own page.
Read the customer discovery essay.
