[Research] From Functional Geometry to Dynamic Grammar: New LIMEN Audits (V23–V24) Across 7 Architectures
Independent researcher LIMEN project finds that Transformer models follow a universal dynamic grammar of seven conserved state transition motifs, with ambiguity delaying decisional engagement in modern models like Phi-1.…