ProofBite
A consumer app that turns the latest AI-discovered math and science breakthroughs (like a closed 30-year convex optimization gap) into a 5-minute explainer video with interactive diagrams — for curious adults who never went past Calc II.
Curious lifelong learners and science enthusiasts without a math PhD
- Weekly drop of one new 'AI just solved X' breakthrough, translated from arXiv into plain English
- Interactive visual playground: drag variables in the convex optimization problem and see the bound change
- 'Why this matters' tab connecting each result to real applications (logistics, ML training, finance)
- Community Q&A where math grad students verify the explainer holds up
A 30-year math gap closed by AI is the kind of story that goes viral on HN (327 points) and TikTok — there's a massive gap between the excitement and most people's ability to understand what happened.
HN story actually exceeded the cited 327 pts — multiple sources confirm 513–583 points and 328–383 comments, with broad coverage across Vesper News, ComputeLeap, WhatIfMonsters, validating strong viral appetite for AI-math breakthrough explainers; 3Blue1Brown's massive YouTube following confirms the format's pull.GPT-5.6 used a prompt to close a 30-year gap in convex optimization - Hacker News ↗GPT-5.6 Closed a 30-Year Math Gap. Nobody Noticed. ↗3Blue1Brown - YouTube ↗
Market is already crowded with direct AI-explainer-video competitors (Halomind, ThetaWise, MathGPT video, Think10x, Mathos) targeting the same 'complex topic → animated explainer' workflow, narrowing the white space.Halomind - AI Generated Video Explanations ↗AI Explainer Videos — Animated Lessons on Any Topic | ThetaWise ↗AI Math Video Creator - MathGPT ↗Create AI Math Explanation Videos in Minutes | Think10x.ai ↗
High-quality math/science explainers are abundant for free (3Blue1Brown, Kurzgesagt on YouTube), setting a strong free-content anchor that makes consumer willingness-to-pay for a subscription app uncertain despite the subscription model's broad viability.3Blue1Brown - YouTube ↗Subscription Business Model: Guide for Subscribers 2026 ↗
The 'visualize math for laypeople' format has proven 10+ year durability via 3Blue1Brown, and AI math breakthroughs are accelerating — but tying the product to reactive viral moments creates lumpy, hard-to-monetize demand.3Blue1Brown ↗
Core building blocks already exist and are shipped by competitors (AI script-to-video, animated diagrams, narration); remaining work is curation, novelty filtering, and interactivity — well within reach for a small team.Halomind - AI Generated Video Explanations ↗AI Explainer Videos — Animated Lessons on Any Topic | ThetaWise ↗