Deploying LLMs on GCP Load Balancers is like fitting a square peg in a round hole. These models aren't stateless, so skip HTTP, go straight for TCP Load Balancing. Toss in Redis to keep those sessions on a leash. Tweak load balancer settings to dodge mid-stream socket calamities. Embrace the power of GKE Autopilot or Compute Engine to boost streaming.