diff --git a/bitmind/generation/models.py b/bitmind/generation/models.py
index 0bc0b7ad..d3afb505 100644
--- a/bitmind/generation/models.py
+++ b/bitmind/generation/models.py
@@ -17,12 +17,15 @@
     AutoPipelineForInpainting,
     CogView4Pipeline,
     CogVideoXImageToVideoPipeline,
+    WanPipeline,
+    AutoencoderKLWan
 )
 
 from bitmind.generation.model_registry import ModelRegistry
 from bitmind.generation.util.model import (
     load_hunyuanvideo_transformer,
     load_annimatediff_motion_adapter,
+    load_vae,
     JanusWrapper,
 )
 from bitmind.types import ModelConfig, ModelTask
@@ -255,6 +258,28 @@ def get_text_to_video_models() -> List[ModelConfig]:
         List of text-to-video model configurations
     """
     return [
+        ModelConfig(
+            path="Wan-AI/Wan2.1-T2V-1.3B-Diffusers",
+            task=ModelTask.TEXT_TO_VIDEO,
+            pipeline_cls=WanPipeline,
+            pretrained_args={
+                "vae": load_vae(
+                    vae_cls=AutoencoderKLWan,
+                    model_id="Wan-AI/Wan2.1-T2V-1.3B-Diffusers",
+                    subfolder="vae",
+                    torch_dtype=torch.float32
+                ),
+                "torch_dtype": torch.bfloat16
+            },
+            generate_args={
+                "resolution": [480, 832],
+                "num_frames": 81,
+                "guidance_scale": 5.0
+            },
+            save_args={"fps": 15},
+            use_autocast=False,
+            tags=["wan2.1"]
+        ),
         ModelConfig(
             path="tencent/HunyuanVideo",
             task=ModelTask.TEXT_TO_VIDEO,
diff --git a/bitmind/generation/util/model.py b/bitmind/generation/util/model.py
index 13acae0a..4156577a 100644
--- a/bitmind/generation/util/model.py
+++ b/bitmind/generation/util/model.py
@@ -14,6 +14,13 @@
 from typing import Any, Dict, Optional
 
 
+def load_vae(vae_cls, model_id, subfolder, torch_dtype=torch.float32):
+    return vae_cls.from_pretrained(
+        model_id, 
+        subfolder=subfolder, 
+        torch_dtype=torch_dtype
+    )
+
 def load_hunyuanvideo_transformer(
     model_id: str = "tencent/HunyuanVideo",
     subfolder: str = "transformer",