LatentPort demonstrates cross-model transfer of recurrent inference state from a 4B to 9B Qwen language model without replaying the source context, using hybrid-state handoff combining translated attention KV cache with Gated DeltaNet persistent-state components. The approach achieves near-native performance with only a 0.076 nats/token excess loss on continuation tasks.