PuzzleForge Tutor
An adaptive logic-puzzle tutor that builds a programmatic model of how each student solves each puzzle type, then generates new puzzles that specifically attack the reasoning step they're weakest at — like a chess engine for general thinking skills.
Middle- and high-school students and their parents supplementing math and reasoning practice
- Skill-graph dashboard that shows exactly which reasoning primitive (rotation, counting, negation, chaining) a student has mastered or skipped
- Targeted puzzle generator that creates variations designed to break the student's specific weak link
- Worked-example explainer that walks through the inferred rule using the student's own previous attempts
- Teacher mode with class-level view of which reasoning steps the whole cohort is struggling with
The paper's ability to hypothesize object vocabularies and rules from very little interaction maps directly onto tutoring, where each student has only a handful of attempts per skill.
Numerous 2026 roundups list many adaptive math/reasoning apps and active parent search demand, e.g. '32 Math Apps For Your Middle School' and '11 Best AI Math Tutoring Tools 2026' lists.32 Math Apps For Your Middle School: Tools For Practice, Assessment ... ↗11 Best AI Math Tutoring Tools 2026 (Step-by-Step Help) ↗
Crowded market — direct/adjacent competitors include Brilliant (with AI tutor Koji), Beast Academy, DreamBox, ALEKS, Khanmigo, Math Playground; multiple funded edtech startups in adaptive learning.Pricing & Plans - Help Center | Brilliant ↗Beast Academy Review: Complete Parent's Guide (2026) ↗Top 44 Math Learning startups ↗
Proven subscription willingness in the category (Brilliant annual plans, Beast Academy subscriptions) and the 'parental guilt premium' analysis shows parents paying $300+/yr for educational apps, signaling real WTP.How much does Brilliant Premium cost? ↗The $380 Parental Guilt Premium: Why Parents Pay for Apps They Never Use ↗
Reasoning/logic skill development is a durable parent priority and complements school curriculum for years, but the AI-tutor category is consolidating fast so defensibility beyond content is uncertain.Top 9 Best Adaptive Math Software | 2026 Verified Picks ↗
Building a per-student programmatic reasoning model from only a handful of attempts (cold start) and generating targeted puzzle variants is a hard research problem beyond a weekend MVP; no off-the-shelf engine exists.