diff --git a/computility-run.yaml b/computility-run.yaml
index 15177a63..451d201d 100644
--- a/computility-run.yaml
+++ b/computility-run.yaml
@@ -1,99 +1,54 @@
 concurrency: 1
-
 command:
-
     - bash
-
     - -c
-
     - >-
-
         python3 /workspace/qwen3_6_scripts/patch_chat_template.py /model 2>&1 || echo '[runtime] chat template patch failed';
-
         VLLM_ROOT=$(python3 -c 'import vllm,os;print(os.path.dirname(vllm.__file__))');
-
         cp /workspace/qwen3_6_scripts/protocol.py "${VLLM_ROOT}/entrypoints/openai/protocol.py" 2>/dev/null && echo '[runtime] protocol.py redeployed' || echo '[runtime] protocol.py redeploy skipped';
-
         cp /workspace/qwen3_6_scripts/serving_chat.py "${VLLM_ROOT}/entrypoints/openai/serving_chat.py" 2>/dev/null && echo '[runtime] serving_chat.py redeployed' || echo '[runtime] serving_chat.py redeploy skipped';
-
+        cp /workspace/qwen3_6_scripts/multimodal_utils.py "${VLLM_ROOT}/multimodal/utils.py" 2>/dev/null && echo '[runtime] multimodal_utils.py redeployed' || echo '[runtime] multimodal_utils.py redeploy skipped';
+        cp /workspace/qwen3_6_scripts/envs.py "${VLLM_ROOT}/envs.py" 2>/dev/null && echo '[runtime] envs.py redeployed' || echo '[runtime] envs.py redeploy skipped';
         find "${VLLM_ROOT}" -name '*.pyc' -path '*/openai/*' -delete 2>/dev/null;
-
+        find "${VLLM_ROOT}" -name '*.pyc' -path '*/multimodal/*' -delete 2>/dev/null;
+        find "${VLLM_ROOT}" -maxdepth 1 -name 'envs*.pyc' -delete 2>/dev/null;
         exec python3 -m vllm.entrypoints.openai.api_server
-
         --model /model
-
         --served-model-name llm
-
         --max-model-len 131072
-
         --gpu-memory-utilization 0.92
-
         --trust-remote-code
-
         -tp 4
-
         --max-num-seqs 2
-
         --disable-log-requests
-
         --disable-frontend-multiprocessing
-
         --max-num-batched-tokens 4096
-
         --enable-chunked-prefill
-
         --max-seq-len-to-capture 32768
-
         --enable-auto-tool-choice
-
         --tool-call-parser qwen3_coder
-
         --reasoning-parser qwen3
-
         --enable-prefix-caching
-
         --enforce-eager
-
         --dtype half
-
 env:
-
     - name: VLLM_ENGINE_ITERATION_TIMEOUT_S
-
       value: '3600'
-
     # --- MoE kernel selection ---
-
     - name: BI100_MOE_COREX_DIRECT_ROUTED
-
       value: '1'
-
     - name: BI100_MOE_COREX_TOPK_SOFTMAX
-
       value: '1'
-
     # --- GDN kernel selection ---
-
     - name: BI100_GDN_COREX_PACKED_DECODE
-
       value: '1'
-
     # --- Hybrid KV/GDN cache ---
-
     - name: BI100_HYBRID_KV_ACCOUNTING
-
       value: full_attention
-
     - name: BI100_GDN_CACHE_POLICY
-
       value: admission64
-
     - name: BI100_GDN_RESTORE_MODE
-
       value: hybrid64
-
     # --- Image fetch timeout (container network) ---
-
     - name: VLLM_IMAGE_FETCH_TIMEOUT
-
       value: '10'
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