A perspective shift that turns 'hard' into 'unfamiliar' — and familiar into mastered.

A complete framework for managing complexity, cognitive load, and accelerated learning with the help of AI.

Started with a malfunctioning HP laptop at 2:48 AM. Ended somewhere between AI economics, quant finance, and who actually benefits from all this. Unfiltered.

A bike gear analogy turned into a full framework for skill acquisition — logarithmic curves, boredom as a signal, and why grinding the wrong coefficient is the most common plateau.