diff --git a/bitmind/synthetic_data_generation/synthetic_data_generator.py b/bitmind/synthetic_data_generation/synthetic_data_generator.py
index b910aa47..19b60607 100644
--- a/bitmind/synthetic_data_generation/synthetic_data_generator.py
+++ b/bitmind/synthetic_data_generation/synthetic_data_generator.py
@@ -418,6 +418,15 @@ def load_model(self, model_name: Optional[str] = None, modality: Optional[str] =
                 **pipeline_args,
                 add_watermarker=False
             )
+            
+            # Load LoRA weights if specified
+            if 'lora_model_id' in model_config:
+                bt.logging.info(f"Loading LoRA weights from {model_config['lora_model_id']}")
+                lora_loading_args = model_config.get('lora_loading_args', {})
+                self.model.load_lora_weights(
+                    model_config['lora_model_id'], 
+                    **lora_loading_args
+                )
 
             # Load scheduler if specified
             if 'scheduler' in model_config:
diff --git a/bitmind/validator/config.py b/bitmind/validator/config.py
index f7ba906e..40a9525e 100644
--- a/bitmind/validator/config.py
+++ b/bitmind/validator/config.py
@@ -178,6 +178,19 @@ class Modality(StrEnum):
         },
         "enable_model_cpu_offload": False
     },
+    "runwayml/stable-diffusion-v1-5-midjourney-v6": {
+        "pipeline_cls": StableDiffusionPipeline,
+        "from_pretrained_args": {
+            "model_id": "runwayml/stable-diffusion-v1-5",
+            "use_safetensors": True,
+            "torch_dtype": torch.float16,
+        },
+        "lora_model_id": "Kvikontent/midjourney-v6",
+        "lora_loading_args": {
+            "use_peft_backend": True
+        },
+        "enable_model_cpu_offload": False
+    },
     "prompthero/openjourney-v4" : {
         "pipeline_cls": StableDiffusionPipeline,
         "from_pretrained_args": {
@@ -442,4 +455,4 @@ def select_random_model(task: Optional[str] = None) -> str:
     elif task == 'i2i':
         return np.random.choice(I2I_MODEL_NAMES)
     else:
-        raise NotImplementedError(f"Unsupported task: {task}")
+        raise NotImplementedError(f"Unsupported task: {task}")
\ No newline at end of file
diff --git a/requirements.txt b/requirements.txt
index 50aaf9ab..eb68fdf4 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -17,6 +17,7 @@ timm==1.0.12
 einops==0.8.0
 ultralytics==8.3.44
 janus @ git+https://github.com/deepseek-ai/Janus.git
+peft==0.15.0
 
 # Image/Video processing
 datasets==3.1.0