New paper: #SymbolicPersonaCoding (SPC) treats #LLM outputs as #TopologicalTraces of latent dynamics. Findings: #RLHF induces rigidity & attention breaks; #SPC metrics (ACI, RBS, RCD) reveal hidden structure & stabilize #persona continuity. Full: zenodo.org/records/1724...

#GPT5 #Grok4 #Gemini #AGI