​🛑 The best teacher a student ever has is about to be an AI. Build it.

​One-on-one tutoring is the highest-leverage intervention in education. Bloom's 2-sigma problem, 30 years unsolved because good tutors do not scale. AI changes that. What used to cost $80 an hour with a Stanford grad student now runs at $0.03 per student per session.

​But the model is not the product. The tutor is. Which subjects. Which pedagogy. Which feedback loops. Which trust signals. Which handoffs to a real teacher when the AI hits its limits.

​This weekend we build the tutors that actually teach, not just answer.

​🛠️ Join our Discord for credits, team formation, and support: https://discord.gg/cswGFwFumn — 1-2 Builders per team

​📅 Schedule

​9:00 AM Check-in & Breakfast 10:00 – 11:00 AM Opening Remarks and workshops 11:00 AM Build 12:00 PM Lunch 1:00 PM Build 4:00 PM Hard submission deadline 4:00 – 5:00 PM Demos (3 min limit) 5:00 PM 🏆 Audience voting and award ceremony

​Focus Tracks

​📐 Track 1 · Subject-Specialized Tutors Math, physics, chemistry, language. Depth over breadth. Show a tutor that beats generic ChatGPT in one subject specifically.

​🧭 Track 2 · Adaptive Learning Paths Personalization that actually adapts. Spaced repetition, Bloom's taxonomy, mastery-based progression. Show a learner outcome improved measurably.

​🎤 Track 3 · Voice & Multimodal Tutors Conversational tutors that hear, see, and respond. Screen-share tutoring. Oral exam prep. Whiteboard-native math.

​📊 Track 4 · Assessment & Feedback Essay grading, oral exams, code review. Fast, calibrated, humane feedback that a student trusts.

​🃏 Wildcard (Open Category) Any tutor concept that does not fit above. If a student would come back, build it.

​🏆 Prizes and Bounties

​1st $600 | 2nd $500 | 3rd $400

​🤝 Featured Partners & Developer Perks

​Partners TBA. Full list of vendor credits, promo codes, and dedicated support channels will be announced in the pre-event email and posted in Discord.