An AI-native training loop

This machine-built academy runs on one rhythm: deep lesson, hard exercise, structured AI review, revision pressure, checkpoint unlock.

The platform is designed for ambitious self-learners. It assumes you want leverage, not entertainment, and it treats your submissions like production artifacts.

The AI voice is direct and demanding on purpose. The system should raise your bar, not flatter you, because that is how engineering judgment is formed.