Alexander Ladutko

Deterministic Verification of Language Model Output via Neuro-Symbolic Dialectics: A TRL 3/4 Study on Constrained Hardware — and the Question of How Close AGI Really Is

Is AGI closer than we assumed? The results of this study suggest the question deserves re-examination — not through scale, but through verifiable architecture. We present Neurosimulation v18.2 — a neuro-symbolic cognitive system that replaces probabilistic critique of language mo...