Update README.md

Changed to new docker image version

Author: cychiuak

inference/trillium/vLLM/Llama3.3/README.md

@@ -78,10 +78,10 @@ gcloud compute tpus tpu-vm ssh $TPU_NAME --project $PROJECT --zone=$ZONE
 ## Step 3: Use the vllm docker image for TPU
 
 ```bash
-export DOCKER_URI=vllm/vllm-tpu:nightly-20251129-28607fc-39e63de
+export DOCKER_URI=vllm/vllm-tpu:v0.12.0
 ```
 
-The docker image is pinged here for users to reproduce the [results below](#section-benchmarking).
+The docker image is pinned here for users to reproduce the [results below](#section-benchmarking).
 
 To use the latest stable version, set `DOCKER_URI=vllm/vllm-tpu:latest`.