theoretical-framework

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

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

《基因集碳基生物机器人化秩序工程》（作者： 002）

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

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

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.

Theoretical mathematician. Formal verification (Lean 4/Mathlib) · measure-theoretic probability · information theory · reinforcement learning lower bounds · martingale theory · domain translation. Author of Ismail's Primitives (zero sorry) and Ismail's Glossary, a complete Mathlib4 index.

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.

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.

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

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

A Mathematical Framework for Mapping Universal Thermal Gradients and Nuclear Energy Destruction Limits. Includes the Θ_s Operator for Deep Space Analysis.

A theoretical physics IDE, where a user can use AI to test a theoretical model and develop mathematical frameworks. There are two AI threads of customizable strength from 3 providers that can be granted file write access sufficient to be deeply aware of a complex theoretical framework.

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.

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.

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

Creative OS: A theoretical framework modeling the mechanisms of creation

遗忘的边界：有限容量下的记忆、智能与自我——从大语言模型、智能体到人类记忆。三者同约束而不同构：由信息瓶颈、多时间尺度与清醒—睡眠两种计算模式统合的理论框架。 / The Boundary of Forgetting: Memory, Intelligence, and the Self under Finite Capacity — iso-constrained, not isomorphic.

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