Ozymandius

Research

ContrastCore

Patent-track work on contrastive representation for behavioral signal extraction.

DWTT / GACTP

Decision-weighted trait theory and the general adaptive collaboration protocol.

HAP Doctrine

The Delphic Triad, the Eight Forms, and the Natural Laws — the theoretical core.

HAP-LLM

Aligning language-model behavior to an individual's operating profile.

Market Forecast

Modeling adoption dynamics for human-centered AI tooling.

Theory Translation Layer Protocol

Turning psychological theory into deployable assistant configuration.