We Didn't Just Build Apps.
We Patented the Science.
Our adaptive learning framework is built on peer-reviewed cognitive science and implemented across every product we ship. Every claim on this page is backed by a citable source.
The Problem
Education technology has an effectiveness crisis. Most tools optimize for engagement metrics, not actual learning outcomes.
5 Core Principles
These principles guide every design decision across CoinQuest, MarketSapien, and Adulting Academy.
Cognitive Load Theory
Sweller (1988); Mayer's Cognitive Theory of Multimedia Learning
Working memory holds 4 ± 1 chunks. Every screen must respect this limit. Decision time increases logarithmically with options (Hick's Law), so our interfaces present 2-3 choices maximum per stage. If it doesn't teach, it doesn't exist.
Dual Coding Theory
Paivio (1971); Mayer's Contiguity Principle (2001)
Visual + verbal presented simultaneously creates two memory traces instead of one. Our AI guides speak while the visual unfolds, creating integrated mental models that persist longer than text-only instruction.
Spaced Repetition
Ebbinghaus (1885); Karpicke & Roediger (2008)
Review at increasing intervals beats cramming. The forgetting curve is predictable — and beatable. Our adaptive engine tracks skill decay and resurfaces concepts at the optimal moment before they fade.
Behavioral Psychology
Kahneman & Tversky, Prospect Theory (1979)
Loss aversion and cognitive biases shape every financial decision. Losses are felt roughly 2x more intensely than equivalent gains. Understanding your own biases is the first step to better decisions.
Gamification with Delayed Rewards
Deci & Ryan, Self-Determination Theory (1985)
Intrinsic motivation outlasts instant gratification. Self-determination theory shows that autonomy, competence, and relatedness drive sustained engagement — not dopamine hits from random rewards.
What Makes Us Different
Honest differentiators, not marketing superlatives.
Teach-First, Quiz-Second
Every module teaches the concept before testing it. No cold quizzes, no guessing games — learn first, prove it second.
Grade-Locked AI Guides
Content matches the learner's level. CoinQuest has 6 AI guides locked to specific grade bands — not one-size-fits-all.
Real Data, Not Simulations
MarketSapien uses live Finnhub market data. Learners practice with real prices, real volatility, real market conditions.
Zero Student PII Collected
COPPA and FERPA compliant by architecture. We never collect student personally identifiable information — privacy is structural, not policy.
Our Methodology
We don't just cite research — we operationalize it. Every design decision maps to a specific principle with measurable implementation criteria.
- Every teaching screen audited for cognitive load (max 3 choices per stage)
- Dual coding verified: narration + visual presented simultaneously, never sequentially
- Spaced repetition intervals calibrated per skill domain, not fixed schedules
- Adaptive engine classifies errors: careless mistakes, misconceptions, or conceptual gaps
- Grade-locked content reviewed for developmental appropriateness
- Teach-before-quiz pattern enforced across every module in every product
- Personalization triggered at first interaction, not after onboarding
We are building toward formal efficacy studies as we onboard pilot schools in 2026. If you're a researcher interested in collaborating, reach out.