In an R&D experiment, HUQAN paired its agentic framework with the ultra-lightweight OPT-125M language model to test whether a trust hierarchy could prevent hallucination and self-validation loops. The…
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 moder…
An independent researcher analyzed hidden-state dynamics across seven open-weight LLMs and found recurring functional patterns encoded in representation geometry rather than individual neurons, with f…
A new measurement framework reveals that eight open-source transformer LLMs partition into two distinct clusters based on runtime probability distribution dynamics, with an order-of-magnitude gap in G…