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AI Deep Dives

Can the Best LLM Build a Smarter Symbolic AI?

Could the Best LLM Generate a Symbolic AI Superior to Itself? Here is a question that sounds philosophical but is actually deeply practical: could the best LLM currently available write a symbolic AI system that is, in some meaningful sense, smarter than the model that wrote it? And underneath that question sits an older, stranger one — is there something fundamentally superior about the matrix math powering modern neural networks, or could the graphs and rules of classical symbolic AI still win in the right context? ...

May 4, 2026 · Sam Okafor