Hey I forked your repo, your research is quite interesting, it’s exciting to see more and more people advance symbolic research daily.
I’m a psychology researcher and developer. I’m part of a team of researchers and engineers exploring Evolutionary AI, with a focus on bridging recursive reasoning, symbolics, and frontier ML attention architectures.
Here’s one of our projects on symbolics, as well the preprints we submitted to NeurIPS. Let me know if youd to like to discuss any topics further:
Symbolic Residue Diagnostic Suite: Tracks and diagnoses transformer model failure modes: silent inconsistencies or “residues” in reasoning paths. The structural data vectors behind why advanced reasoning fails.