School
Institutional visibility, hierarchy and operational oversight.
AI product build
Learnitale
Designing an adaptive learning system from first principles.
Learnitale is a working product build connecting curriculum, learner state, adaptive progression and the different people responsible for a learner’s progress.
01 · Product question
The problem
Most digital learning products deliver content. Learnitale was designed around a different question: how should a system respond when two learners understand the same topic differently?
The product treats learning as a changing state—not a content queue—using mastery, misconceptions, adaptive progression and review timing to shape what happens next while making progress visible to the right stakeholders.
02 · Learning system
What I built
A coherent architecture in which curriculum becomes a learner-specific journey, and every activity produces a signal for what should follow.
Starting pointLearner
01CurriculumAligned journeys
02Adaptive engineDifficulty + misconceptions
03ActivitiesMissions + gamification
04MasteryObjective state
05ReviewSpaced timing
Shared system viewTeacher · Parent · SchoolProgress, communication and institutional hierarchy
03 · AI architecture
AI where it adds leverage.
Learnitale uses AI selectively rather than indiscriminately. Content generation, tutoring and adaptive support are designed around caching, pre-generation and lower-cost inference so that AI improves the learning experience without destroying unit economics.
Curriculum model
→Content generation
→Caching / pre-generation
→Adaptive learner state
→Tutor intervention
04 · Role-based experience
One learning system. Four perspectives.
Teacher
Class and learner performance.
Student
Learning, quests, progression and tutor support.
Parent
Progress and learning visibility.
05 · Technical architecture
Built as a working system.
React application
Objective mastery, adaptive difficulty, misconceptions, spaced review
Generated content, tutoring, contextual support
Lightweight state architecture
Google Cloud
Family environment + institutional school demo
06 · Professional evidence
What this build demonstrates
Learnitale makes the connection between systems leadership and hands-on product delivery explicit.
Product architecture
Turning an ambiguous problem into a coherent system.
AI implementation
Using generative AI selectively within a real product architecture.
Full-stack execution
Moving from concept through UX, implementation, testing and deployment.
Commercial thinking
Designing around cost, scalability and contribution margin.
Human-system design
Modelling students, teachers, parents and institutions within one product.
Iterative delivery
Turning domain feedback into product changes rapidly.
Explore the working product.
View live product demo