diff --git a/examples/inference/basic/basic_ltx2.py b/examples/inference/basic/basic_ltx2.py
index d8acd56bc..cf188ddac 100644
--- a/examples/inference/basic/basic_ltx2.py
+++ b/examples/inference/basic/basic_ltx2.py
@@ -1,3 +1,4 @@
+# SPDX-License-Identifier: Apache-2.0
 from fastvideo import VideoGenerator
 
 PROMPT = (
@@ -14,17 +15,22 @@ PROMPT = (
     "absurd, and quietly tragic."
 )
 
+# HF model ID (base LTX-2, 40-step schedule).
+MODEL_ID = "FastVideo/LTX2-Diffusers"
+
+OUTPUT_PATH = "outputs_video/ltx2_basic/output_ltx2_base_t2v.mp4"
+
 
 def main() -> None:
     generator = VideoGenerator.from_pretrained(
-        "FastVideo/LTX2-Distilled-Diffusers",
-        num_gpus=1,
+        MODEL_ID,
+        num_gpus=8,
     )
 
-    output_path = "outputs_video/ltx2_basic/output_ltx2_distilled_t2v.mp4"
     generator.generate_video(
         prompt=PROMPT,
-        output_path=output_path,
+        output_path=OUTPUT_PATH,
+        num_inference_steps=40,
         save_video=True,
     )
     generator.shutdown()
diff --git a/fastvideo/registry.py b/fastvideo/registry.py
index 28667e17a..e274dbfcb 100644
--- a/fastvideo/registry.py
+++ b/fastvideo/registry.py
@@ -247,6 +247,11 @@ def _register_configs() -> None:
         hf_model_paths=[
             "Lightricks/LTX-2",
             "FastVideo/LTX2-base",
+            "FastVideo/LTX2-Diffusers",
+        ],
+        model_detectors=[
+            lambda path:
+            ("ltx2" in path.lower() and "distilled" not in path.lower()),
         ],
     )
     # LTX-2 (distilled)
@@ -256,6 +261,10 @@ def _register_configs() -> None:
         hf_model_paths=[
             "FastVideo/LTX2-Distilled-Diffusers",
         ],
+        model_detectors=[
+            lambda path:
+            ("ltx2" in path.lower() and "distilled" in path.lower()),
+        ],
     )
 
     # Hunyuan 1.5 (specific)
diff --git a/scripts/huggingface/download_hf.py b/scripts/huggingface/download_hf.py
index f3c37ac5d..a400476e9 100644
--- a/scripts/huggingface/download_hf.py
+++ b/scripts/huggingface/download_hf.py
@@ -33,4 +33,6 @@ if __name__ == "__main__":
             repo_type=args.repo_type,
             local_dir_use_symlinks=False,
             resume_download=True,
+            allow_patterns="*.safetensors",
+            ignore_patterns=["audio_vae/*", "vocoder/*", "latent_upsampler/*", "vaes/*", "schedulers/*", "upsamplers/*", "text_encoder/*", "tokenizer/*", "transformer/*", "connectors/*"]
         )
diff --git a/scripts/huggingface/upload_hf.py b/scripts/huggingface/upload_hf.py
index 1e4ce88b7..273a92b02 100644
--- a/scripts/huggingface/upload_hf.py
+++ b/scripts/huggingface/upload_hf.py
@@ -2,8 +2,13 @@ from huggingface_hub import HfApi
 
 api = HfApi()
 
+repo_id = "FastVideo/LTX2-Diffusers"
+
+# Create the repo if it doesn't exist
+api.create_repo(repo_id=repo_id, repo_type="model", exist_ok=True)
+
 api.upload_folder(
-    folder_path="Wan2.2-TI2V-5B-Diffusers",
-    repo_id="FastVideo/FastWan2.2-TI2V-5B-Diffusers",
+    folder_path="ltx_base_diffusers",
+    repo_id=repo_id,
     repo_type="model",
 )