diff --git a/pkg/inference/preset-inference-types.go b/pkg/inference/preset-inference-types.go
index f72eb8bbc..6ee8e9e8a 100644
--- a/pkg/inference/preset-inference-types.go
+++ b/pkg/inference/preset-inference-types.go
@@ -30,19 +30,17 @@ const (
 var (
 	registryName = os.Getenv("PRESET_REGISTRY_NAME")
 
-	presetLlama2AChatImage = registryName + fmt.Sprintf("/%s:latest", kaitov1alpha1.PresetLlama2AChat)
-	presetLlama2BChatImage = registryName + fmt.Sprintf("/%s:latest", kaitov1alpha1.PresetLlama2BChat)
-	presetLlama2CChatImage = registryName + fmt.Sprintf("/%s:latest", kaitov1alpha1.PresetLlama2CChat)
+	presetLlama2AChatImage = registryName + fmt.Sprintf("/%s:0.0.1", kaitov1alpha1.PresetLlama2AChat)
+	presetLlama2BChatImage = registryName + fmt.Sprintf("/%s:0.0.1", kaitov1alpha1.PresetLlama2BChat)
+	presetLlama2CChatImage = registryName + fmt.Sprintf("/%s:0.0.1", kaitov1alpha1.PresetLlama2CChat)
 
-	presetFalcon7bImage         = registryName + fmt.Sprintf("/%s:latest", kaitov1alpha1.PresetFalcon7BModel)
-	presetFalcon7bInstructImage = registryName + fmt.Sprintf("/%s:latest", kaitov1alpha1.PresetFalcon7BInstructModel)
+	presetFalcon7bImage         = registryName + fmt.Sprintf("/%s:0.0.1", kaitov1alpha1.PresetFalcon7BModel)
+	presetFalcon7bInstructImage = registryName + fmt.Sprintf("/%s:0.0.1", kaitov1alpha1.PresetFalcon7BInstructModel)
 
-	presetFalcon40bImage         = registryName + fmt.Sprintf("/%s:latest", kaitov1alpha1.PresetFalcon40BModel)
-	presetFalcon40bInstructImage = registryName + fmt.Sprintf("/%s:latest", kaitov1alpha1.PresetFalcon40BInstructModel)
+	presetFalcon40bImage         = registryName + fmt.Sprintf("/%s:0.0.1", kaitov1alpha1.PresetFalcon40BModel)
+	presetFalcon40bInstructImage = registryName + fmt.Sprintf("/%s:0.0.1", kaitov1alpha1.PresetFalcon40BInstructModel)
 
-	baseCommandPresetLlama2AChat = fmt.Sprintf("cd /workspace/llama/%s && torchrun", kaitov1alpha1.PresetLlama2AChat)
-	baseCommandPresetLlama2BChat = fmt.Sprintf("cd /workspace/llama/%s && torchrun", kaitov1alpha1.PresetLlama2BChat)
-	baseCommandPresetLlama2CChat = fmt.Sprintf("cd /workspace/llama/%s && torchrun", kaitov1alpha1.PresetLlama2CChat)
+	baseCommandPresetLlama = "cd /workspace/llama/llama-2 && torchrun"
 	// llamaTextInferenceFile       = "inference-api.py" TODO: To support Text Generation Llama Models
 	llamaChatInferenceFile = "inference-api.py"
 	llamaRunParams         = map[string]string{
@@ -113,7 +111,7 @@ var (
 			ModelRunParams:         llamaRunParams,
 			InferenceFile:          llamaChatInferenceFile,
 			DeploymentTimeout:      time.Duration(10) * time.Minute,
-			BaseCommand:            baseCommandPresetLlama2AChat,
+			BaseCommand:            baseCommandPresetLlama,
 			WorldSize:              1,
 			DefaultVolumeMountPath: "/dev/shm",
 		},
@@ -129,7 +127,7 @@ var (
 			ModelRunParams:         llamaRunParams,
 			InferenceFile:          llamaChatInferenceFile,
 			DeploymentTimeout:      time.Duration(20) * time.Minute,
-			BaseCommand:            baseCommandPresetLlama2BChat,
+			BaseCommand:            baseCommandPresetLlama,
 			WorldSize:              2,
 			DefaultVolumeMountPath: "/dev/shm",
 		},
@@ -145,7 +143,7 @@ var (
 			ModelRunParams:         llamaRunParams,
 			InferenceFile:          llamaChatInferenceFile,
 			DeploymentTimeout:      time.Duration(30) * time.Minute,
-			BaseCommand:            baseCommandPresetLlama2CChat,
+			BaseCommand:            baseCommandPresetLlama,
 			WorldSize:              8,
 			DefaultVolumeMountPath: "/dev/shm",
 		},