
Probably not the final cover, this is a Photoshop edit with Gemini background.
Probably one of the most nerve wracking things I have ever done is made this post. It was in my “drafts” for a while, the post went through a bunch of variations and changes, but “promoting” myself is something I have never enjoyed doing. How do you share something you have spent a considerable amount of time and passion on, without sounding arrogant. How do you share something in today’s age, without it sounding like it was created by AI, or is it even relevant if it was, or in some peoples eyes, wasn’t? Never the less, I hit the share button and basically nothing happened, which is what I was hoping. My plan was always to simply stake a claim. Put it out there to the world I had done this research and think it would be valuable to share. It was also a line in the sand for me to move my ass and get this thing completed … hopefully it does not take six more years to get it there.





























A Definition of AGIThe lack of a concrete definition for Artificial General Intelligence (AGI) obscures the gap between today’s specialized AI and human-level cognition. This paper introduces a quantifiable framework to address this, defining AGI as matching the cognitive versatility and proficiency of a well-educated adult. To operationalize this, we ground our methodology in Cattell-Horn-Carroll theory, the most empirically validated model of human cognition. The framework dissects general intelligence into ten core cognitive domains-including reasoning, memory, and perception-and adapts established human psychometric batteries to evaluate AI systems. Application of this framework reveals a highly “jagged” cognitive profile in contemporary models. While proficient in knowledge-intensive domains, current AI systems have critical deficits in foundational cognitive machinery, particularly long-term memory storage. The resulting AGI scores (e.g., GPT-4 at 27%, GPT-5 at 57%) concretely quantify both rapid progress and the substantial gap remaining before AGI.


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