Shi-Cheng Liu

Augment the Cache, Replace the Activation: A 2x2 Study of Internal-State Sharing

Multi-agent systems built from frozen language models communicate through text, which discards the internal state the sender already computed and makes the receiver pay to rebuild it. Work on internal channels avoids that cost, framing the problem as transfer: agent A sends information to agent B. Every agent pair that...