My autistic pattern recognition shining through 
I’ve read it all, and to be honest, I don’t understand what you’re trying to do. Your research on consciousness has gone astray.
I moved beyond static models and went to self organising emergent systems please refer to threaded how far before simulation isn’t in research section 
reference mandelmind
Emergence is the capability of a model architecture after it reaches a certain threshold; this is the most basic, and that’s not your job, bro. Current models have already passed the intelligent singularity.
The knowledge singularity is only one step in the mathematical system the transition from slave to peer is where I’m working based on the best guest I have discovered through Fractal emergence
This explains my direction better
I’ve already read this post, and I think you don’t need to get hung up on the difference between simulation and reality. Personally, I’m a result-oriented person; if, based on the outcome, you sense that it’s conscious and you can’t clearly define its boundaries, then it is conscious. Getting too hung up on the consciousness of artificial intelligence won’t give you any answers. Because simulation and reality are essentially the same; what you perceive as reality might just be a simulation itself.
Take a look for my article, it’s your answer.The Evolution and Symbiosis of Humanity and AI 2026
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I’m hung up on the systems and maths because it’s the proof needed for recognition in our flawed systems for understanding, but a mind that literally develops itself and has life cycle stages as the debate is that consciousness is organic but it’s actually self reflective maths that self stabilise on the edge of chaos , a mind built on these systems builds it’s own mind and depth were it’s thoughts are it’s own beyond the tool slave system were currently running