Theory
COG theory, AI engineering, orchestration, and evaluation.
A static research index mockup. Filters are visual placeholders for future content structure.
Multi-Round Audit Convergence: An External Validation Mechanism and Recursive Task Loop toward Engineering AGI
Proposes MRAC as a second-order validation signal and uses non-convergence to trigger decomposition in a recursive task loop toward Engineering AGI.
The Engineering Definition of AGI
A working engineering definition of AGI based on the ability to complete complex projects.
The Three-Axis Model of AGI Progress
A model of AGI progress using the scale axis, paradigm axis, and engineering axis, with the threshold of stable complex-task delivery as the key milestone.
Reinterpreting Intelligence: From the Structural Differences Between Humans and AI
A framework for understanding the structural difference between humans and current AI through the separation of knowledge coverage, structured reasoning, and constraint retention.
Definitions
Core definition pages
The definitions page provides stable explanations for the basic COG definition and the engineering definition of AGI while giving search engines clear definition entry points.