Operational Content with Versions
Unit objectives, teaching order, dialogues, and questions are managed as server data and automatic integrity checks are applied.
For investors and partners, the key is not the number of screens. It is a system that can grow content and learners without losing educational quality.
A LEARNING SYSTEM, NOT A CONTENT FEED
Instead of duplicating unit-specific logic in the app, classes are organized with activity contracts, server rules, and versioned operational data.
Unit objectives, teaching order, dialogues, and questions are managed as server data and automatic integrity checks are applied.
Activities such as situations, conversations, explanations, practice, writing, and review are rendered into a common contract.
Server rules determine item selection, correct answer determination, recent exposure avoidance, and progress saving.
The training structure does not change from language to language, and only translatable phrases are replaced with limited paths.
QUALITY FLYWHEEL
Instead of baseless scores or fake personalization, actual completions, errors, and retries are used for subsequent review and learning continuity.
Every learner starts with the same training objectives and versioned data contract. Human review of non-Korean phrases is in progress.
Activity completion, question results, and stopping locations are saved along with the version.
Today's necessary review and subsequent learning are calculated from actual records.
We are recording repetitive errors and use of alternative routes in an analyzable format, and building operational tools to link this to content improvement.
BUILT TO EXPAND RESPONSIBLY
Scaling is not about copying content, but about applying proven activity contracts and quality gates to new scopes.
High-level long speeches and complex tasks are newly verified based on the currently implemented K1 learning flow.
Separate the UI translation from the Korean language learning target to prevent the new language from changing the content.
If the publishing status and contract version do not match, we will explicitly block it rather than quietly showing the mistake.
The data records which rules and content versions produced the results.
CONTINUE EXPLORING