POLARITY
Every platform you use has a model of you. That model was built from your engagement history. Engagement history is not you. The gap between the model and the person is measurable.
We measure it.
Platforms are environments. Every environment optimized for engagement metrics reaches a second threshold. Below it the environment serves the person it was built for. Beyond it, optimization for the environment's own metrics begins to suppress the capacity it was built to develop.
Music recommendation learns your engagement, not your taste. Clinical AI learns your workflow, not your judgment. Local discovery learns what is popular, not what exists. Interview formats learn what gets clicks, not what people actually are.