diff --git a/.github/workflows/pr-test-amd.yml b/.github/workflows/pr-test-amd.yml
index 0d430617a..9a48f6d80 100644
--- a/.github/workflows/pr-test-amd.yml
+++ b/.github/workflows/pr-test-amd.yml
@@ -116,7 +116,7 @@ jobs:
       - name: Run test
         timeout-minutes: 10
         run: |
-          docker exec -w /sglang-checkout/test ci_sglang python3 run_suite.py
+          docker exec -w /sglang-checkout/test ci_sglang python3 run_suite.py --hw cuda --suite stage-a-test-1
 
   unit-test-backend-1-gpu-amd:
     needs: [check-changes, stage-a-test-1-amd]
diff --git a/scripts/ci/amd_ci_install_dependency.sh b/scripts/ci/amd_ci_install_dependency.sh
index fe1f5c26e..44ab0a244 100755
--- a/scripts/ci/amd_ci_install_dependency.sh
+++ b/scripts/ci/amd_ci_install_dependency.sh
@@ -12,7 +12,8 @@ else
 fi
 
 # Install the required dependencies in CI.
-docker exec ci_sglang pip install --upgrade pip
+docker exec ci_sglang chown -R root:root /sgl-data/pip-cache
+docker exec ci_sglang pip install --cache-dir=/sgl-data/pip-cache --upgrade pip
 docker exec ci_sglang pip uninstall sgl-kernel -y || true
 docker exec -w /sglang-checkout/sgl-kernel ci_sglang bash -c "rm -f pyproject.toml && mv pyproject_rocm.toml pyproject.toml && python3 setup_rocm.py install"
 
@@ -20,18 +21,18 @@ case "${GPU_ARCH}" in
   mi35x)
     echo "Runner uses ${GPU_ARCH}; will fetch mi35x image."
     docker exec ci_sglang rm -rf python/pyproject.toml && mv python/pyproject_other.toml python/pyproject.toml
-    docker exec ci_sglang pip install -e "python[dev_hip]" --no-deps # TODO: only for mi35x
+    docker exec ci_sglang pip install --cache-dir=/sgl-data/pip-cache -e "python[dev_hip]" --no-deps # TODO: only for mi35x
     # For lmms_evals evaluating MMMU
     docker exec -w / ci_sglang git clone --branch v0.4.1 --depth 1 https://github.com/EvolvingLMMs-Lab/lmms-eval.git
-    docker exec -w /lmms-eval ci_sglang pip install -e . --no-deps # TODO: only for mi35x
+    docker exec -w /lmms-eval ci_sglang pip install --cache-dir=/sgl-data/pip-cache -e . --no-deps # TODO: only for mi35x
     ;;
   mi30x|mi300|mi325)
     echo "Runner uses ${GPU_ARCH}; will fetch mi30x image."
     docker exec ci_sglang rm -rf python/pyproject.toml && mv python/pyproject_other.toml python/pyproject.toml
-    docker exec ci_sglang pip install -e "python[dev_hip]"
+    docker exec ci_sglang pip install --cache-dir=/sgl-data/pip-cache -e "python[dev_hip]"
     # For lmms_evals evaluating MMMU
     docker exec -w / ci_sglang git clone --branch v0.4.1 --depth 1 https://github.com/EvolvingLMMs-Lab/lmms-eval.git
-    docker exec -w /lmms-eval ci_sglang pip install -e .
+    docker exec -w /lmms-eval ci_sglang pip install --cache-dir=/sgl-data/pip-cache -e .
     ;;
   *)
     echo "Runner architecture '${GPU_ARCH}' unrecognised;" >&2
@@ -39,11 +40,11 @@ case "${GPU_ARCH}" in
 esac
 
 docker exec -w / ci_sglang git clone https://github.com/merrymercy/human-eval.git
-docker exec -w /human-eval ci_sglang pip install -e .
+docker exec -w /human-eval ci_sglang pip install --cache-dir=/sgl-data/pip-cache -e .
 
 docker exec -w / ci_sglang mkdir -p /dummy-grok
 mkdir -p dummy-grok && wget https://sharkpublic.blob.core.windows.net/sharkpublic/sglang/dummy_grok.json -O dummy-grok/config.json
 docker cp ./dummy-grok ci_sglang:/
 
-docker exec ci_sglang pip install huggingface_hub[hf_xet]
-docker exec ci_sglang pip install pytest
+docker exec ci_sglang pip install --cache-dir=/sgl-data/pip-cache huggingface_hub[hf_xet]
+docker exec ci_sglang pip install --cache-dir=/sgl-data/pip-cache pytest
diff --git a/scripts/ci/amd_ci_start_container.sh b/scripts/ci/amd_ci_start_container.sh
index 26240a103..cc4522d71 100755
--- a/scripts/ci/amd_ci_start_container.sh
+++ b/scripts/ci/amd_ci_start_container.sh
@@ -6,7 +6,7 @@ SGLANG_VERSION_FILE="$(dirname "$0")/../../python/sglang/version.py"
 SGLANG_VERSION="v0.5.5"   # Default version, will be overridden if version.py is found
 
 TMP_VERSION_FILE=$(mktemp)
-if git fetch origin main --quiet; then
+if git fetch --depth=1 origin main; then
   if git show origin/main:python/sglang/version.py >"$TMP_VERSION_FILE" 2>/dev/null; then
     VERSION_FROM_FILE="v$(cat "$SGLANG_VERSION_FILE" | cut -d'"' -f2)"
     if [ -n "$VERSION_FROM_FILE" ]; then
@@ -25,8 +25,9 @@ rm -f "$TMP_VERSION_FILE"
 
 
 # Default base tags (can be overridden by command line arguments)
-DEFAULT_MI30X_BASE_TAG="${SGLANG_VERSION}-rocm700-mi30x"
-DEFAULT_MI35X_BASE_TAG="${SGLANG_VERSION}-rocm700-mi35x"
+ROCM_VERSION="rocm700"
+DEFAULT_MI30X_BASE_TAG="${SGLANG_VERSION}-${ROCM_VERSION}-mi30x"
+DEFAULT_MI35X_BASE_TAG="${SGLANG_VERSION}-${ROCM_VERSION}-mi35x"
 
 # Parse command line arguments
 MI30X_BASE_TAG="${DEFAULT_MI30X_BASE_TAG}"
@@ -116,6 +117,15 @@ find_latest_image() {
     fi
   done
 
+  echo "No recent images found. Searching any cached local images matching ROCm+arch…" >&2
+  local any_local
+  any_local=$(docker images --format '{{.Repository}}:{{.Tag}}' --filter "reference=rocm/sgl-dev:*${ROCM_VERSION}*${gpu_arch}*" | sort -r | head -n 1)
+  if [[ -n "$any_local" ]]; then
+      echo "Using cached fallback image: ${any_local}" >&2
+      echo "${any_local}"
+      return 0
+  fi
+
   echo "Error: no ${gpu_arch} image found in the last 7 days for base ${base_tag}" >&2
   echo "Using hard-coded fallback…" >&2
   if [[ "${gpu_arch}" == "mi35x" ]]; then
@@ -130,9 +140,9 @@ IMAGE=$(find_latest_image "${GPU_ARCH}")
 echo "Pulling Docker image: ${IMAGE}"
 docker pull "${IMAGE}"
 
-HF_CACHE_HOST=/home/runner/sgl-data/hf-cache
-if [[ -d "$HF_CACHE_HOST" ]]; then
-    CACHE_VOLUME="-v $HF_CACHE_HOST:/hf_home"
+CACHE_HOST=/home/runner/sgl-data
+if [[ -d "$CACHE_HOST" ]]; then
+    CACHE_VOLUME="-v $CACHE_HOST:/sgl-data"
 else
     CACHE_VOLUME=""
 fi
@@ -145,7 +155,7 @@ docker run -dt --user root --device=/dev/kfd ${DEVICE_FLAG} \
   --shm-size 32g \
   --cap-add=SYS_PTRACE \
   -e HF_TOKEN="${HF_TOKEN:-}" \
-  -e HF_HOME=/hf_home \
+  -e HF_HOME=/sgl-data/hf-cache \
   --security-opt seccomp=unconfined \
   -w /sglang-checkout \
   --name ci_sglang \
diff --git a/test/srt/run_suite.py b/test/srt/run_suite.py
index 1fe6ba97a..56336f60b 100644
--- a/test/srt/run_suite.py
+++ b/test/srt/run_suite.py
@@ -385,7 +385,7 @@ suite_amd = {
         # TestFile("hicache/test_hicache.py", 116), # Disabled temporarily, see https://github.com/sgl-project/sglang/issues/12575
         # TestFile("hicache/test_hicache_mla.py", 127), # Disabled temporarily,  # Temporarily disabled, see https://github.com/sgl-project/sglang/issues/12574
         # TestFile("hicache/test_hicache_storage.py", 127), # Disabled temporarily, see https://github.com/sgl-project/sglang/issues/12575
-        TestFile("lora/test_lora.py", 150),
+        TestFile("lora/test_lora.py", 665),
         # TestFile("lora/test_lora_backend.py", 99), # Disabled temporarily, see https://github.com/sgl-project/sglang/issues/13107
         # TestFile("lora/test_lora_cuda_graph.py", 250), # Disabled temporarily, see https://github.com/sgl-project/sglang/issues/13107
         TestFile("lora/test_lora_eviction.py", 240),