This shift is exemplified at a policy level by OpenAI's "democratic inputs to AI" program [

KV cache compression seeks to discern the saliency of tokens, preserving vital information while aggressively compressing those of less importance.

Note, the direct FC link and SC detour form a cyclic loop inherited from both SC and FC topology.

Current research predominantly focuses on eliciting the internal capability of uncertainty estimation of LLMs.