diff --git a/frontend/src/components/RunButton.tsx b/frontend/src/components/RunButton.tsx
index cd430e7..76a9733 100644
--- a/frontend/src/components/RunButton.tsx
+++ b/frontend/src/components/RunButton.tsx
@@ -167,9 +167,10 @@ export const RunButton: FC<{ onClickRun?: MouseEventHandler, iconMode?: boolean
               frequency_penalty: modelConfig.apiParameters.frequencyPenalty
             });
 
+            const strategy = getStrategy(modelConfig);
             let customCudaFile = '';
             if ((modelConfig.modelParameters.device === 'CUDA' || modelConfig.modelParameters.device === 'Custom')
-              && modelConfig.modelParameters.useCustomCuda && modelConfig.modelParameters.precision != 'fp32') {
+              && modelConfig.modelParameters.useCustomCuda && !strategy.includes('fp32')) {
               if (commonStore.platform === 'windows') {
                 customCudaFile = getSupportedCustomCudaFile();
                 if (customCudaFile) {
@@ -194,7 +195,7 @@ export const RunButton: FC<{ onClickRun?: MouseEventHandler, iconMode?: boolean
 
             switchModel({
               model: modelPath,
-              strategy: getStrategy(modelConfig),
+              strategy: strategy,
               customCuda: customCudaFile !== ''
             }).then(async (r) => {
               if (r.ok) {
diff --git a/frontend/src/utils/index.tsx b/frontend/src/utils/index.tsx
index 8294e52..4707aee 100644
--- a/frontend/src/utils/index.tsx
+++ b/frontend/src/utils/index.tsx
@@ -126,19 +126,26 @@ export const getStrategy = (modelConfig: ModelConfig | undefined = undefined) =>
   let params: ModelParameters;
   if (modelConfig) params = modelConfig.modelParameters;
   else params = commonStore.getCurrentModelConfig().modelParameters;
+  const avoidOverflow = params.modelName.toLowerCase().includes('world') && params.precision !== 'fp32';
   let strategy = '';
   switch (params.device) {
     case 'CPU':
+      if (avoidOverflow)
+        strategy = 'cpu fp32 *1 -> ';
       strategy += 'cpu ';
       strategy += params.precision === 'int8' ? 'fp32i8' : 'fp32';
       break;
     case 'CUDA':
+      if (avoidOverflow)
+        strategy = 'cuda fp32 *1 -> ';
       strategy += 'cuda ';
       strategy += params.precision === 'fp16' ? 'fp16' : params.precision === 'int8' ? 'fp16i8' : 'fp32';
       if (params.storedLayers < params.maxStoredLayers)
         strategy += ` *${params.storedLayers}+`;
       break;
     case 'MPS':
+      if (avoidOverflow)
+        strategy = 'mps fp32 *1 -> ';
       strategy += 'mps ';
       strategy += params.precision === 'fp16' ? 'fp16' : params.precision === 'int8' ? 'fp16i8' : 'fp32';
       break;