[sometimelurker]

LLM + scale = more intelligent, this can be proven more than empirically, https://arxiv.org/abs/2409.15318 shows that neural nets can fit a number of independent AND-gate operations in their weights,

- if you have a system that is large enough to store, lets say 10^12 AND gates (all frontier llms can do this) - and this system can produce outputs based on previous things it has outputed

its turning complete, and RLVR on it is optimization over the space of algorithms. If an algorithm exists to do a task, and the task can be verifiably done, this finds the algorithm to solve the task most often.

it is obvious that this scales, from much-worse-than-human to slightly-worse-than-human, therefore it 100% can exceed humans.