theoretical-framework

A system architecture based on Gyro Logic for stability-driven computation and identity.

《基因集碳基生物机器人化秩序工程》（作者： 002）

A simulation demonstrating that recursive intelligence vastly outperforms scalar IQ under collapse and drift. Based on the paper “Recursion vs. IQ: Toward a Multi-Scale Model of Intelligence v2.0

The mechanics beneath awakening. Why consciousness must work as it does. Physics, not philosophy.

Research framework for geometric reformulation of black-box optimization. SGOLab proposes a domain-codomain decoupling principle, navigating the search space through an independent geometric reference system rather than explicit landscape reconstruction.

Adaptive Intelligence Framework (AIF) formalizes intelligence as a boundary-regulated adaptive process. Grounded in SymC principles, it studies how systems maintain coherence under uncertainty through constraint negotiation, regulation, and phase transitions - focusing on adaptive stability rather than benchmark optimization or ML scaling.

A macro-economic mathematical proof demonstrating how AI integration expands net software engineering jobs through Jevons' Paradox, capital recycling, and the rise of the Digital Architect.

Vortical Enclosure Dynamics: an interdisciplinary framework for dynamics, constraints, intelligence, life, and consciousness.

Architecture Unifiée V5.0. Cadre théorique et technique fusionnant physique fondamentale (UICT), minimisation d'entropie cognitive (CEML) et constantes universelles ($\Phi, \pi$) pour une IA philonomique

From Chemistry to Life: Scientific Theories on the Origin of Life

This is part of my meta-analysis where I investigate the utility of AI assisted tool and theoretical model development. This application is a theoretical physics IDE, where a user can import a theoretical model and use AI to organize and work on that model with built-in documentation generation.

Leveraging the Acoustic Stapedial Reflex (ASR) for Automated Distress Signaling under Rubble.

Popular-science essay on the Siamese Cosmological Framework, a speculative model in which matter, gravity, expansion, and anisotropies emerge from a phase desynchronization between coupled universes. Translated into English, 中文, español y русский.

Integrated Ontological Civilization Framework exploring ethics, knowledge, economy and multidimensional evolution through the Newroza Kawa theoretical model.

Distributed Cognition Fear Bypass — theoretical framework establishing that intelligence distributes across human-AI systems and the unit of analysis must shift from the individual to the field.

Creative OS: A theoretical framework modeling the mechanisms of creation

Public theoretical publication of the Contextual Premise Framework (CPF). Includes the structural paper, dP/dt model, and ADR circulation framework. No internal or adaptive models included.　　Contextual Premise Framework（CPF）の公開理論セット。 構造モデル、dP/dtモデル、ADR循環モデルの3部から構成。 内部構造や適応モデルは含まれません。

The Renormalized Free-Energy Principle (RFEP): Unified framework bridging RH/CRM foundations to the FST programme. Zenodo DOI: 10.5281/zenodo.19039190

AI- and educator-driven language learning and AP prep platform built on ACTFL/CEFR proficiency frameworks