diff --git a/.gitignore b/.gitignore
index bccce0f..f7438af 100644
--- a/.gitignore
+++ b/.gitignore
@@ -163,4 +163,4 @@ cython_debug/
 
 # From inference.py
 outputs/
-video_output_*.mp4
\ No newline at end of file
+video_output_*.mp4
diff --git a/experiments.ipynb b/experiments.ipynb
new file mode 100644
index 0000000..143db9a
--- /dev/null
+++ b/experiments.ipynb
@@ -0,0 +1,142 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<a href=\"https://colab.research.google.com/github/LuthandoMaqondo/LTX-Video/blob/luthando-contribution/experiments.ipynb\" target=\"_blank\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Install The Requirements"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "!git clone https://github.com/LuthandoMaqondo/LTX-Video.git\n",
+    "%cd /content/LTX-Video\n",
+    "!git checkout luthando-contribution"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%pip install -r requirements.txt\n",
+    "# # or\n",
+    "# !pip install -r requirements.txt"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Download the model Checkpoint: from Huggingface Hub"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/luthando/miniconda3/envs/ltx-video/lib/python3.13/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
+      "  from .autonotebook import tqdm as notebook_tqdm\n",
+      "/home/luthando/miniconda3/envs/ltx-video/lib/python3.13/site-packages/huggingface_hub/file_download.py:834: UserWarning: `local_dir_use_symlinks` parameter is deprecated and will be ignored. The process to download files to a local folder has been updated and do not rely on symlinks anymore. You only need to pass a destination folder as`local_dir`.\n",
+      "For more details, check out https://huggingface.co/docs/huggingface_hub/main/en/guides/download#download-files-to-local-folder.\n",
+      "  warnings.warn(\n",
+      "Fetching 26 files: 100%|██████████| 26/26 [26:52<00:00, 62.03s/it]  \n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "'/home/luthando/Desktop/LTX-Video/model_ckpt'"
+      ]
+     },
+     "execution_count": 1,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from huggingface_hub import snapshot_download\n",
+    "\n",
+    "model_path = 'model_ckpt'   # The local directory to save downloaded checkpoint\n",
+    "snapshot_download(\"Lightricks/LTX-Video\", local_dir=model_path, local_dir_use_symlinks=False, repo_type='model')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Running Inference"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Running generation with arguments: Namespace(ckpt_dir='model_ckpt', input_video_path=None, input_image_path=None, output_path=None, seed=0, num_inference_steps=2, num_images_per_prompt=1, guidance_scale=3, height=720, width=1280, num_frames=2, frame_rate=25, bfloat16=False, prompt='Hello', negative_prompt='worst quality, inconsistent motion, blurry, jittery, distorted')\n",
+      "Padded dimensions: 736x1280x9\n",
+      "Downloading shards: 100%|██████████████████████| 2/2 [00:00<00:00, 25343.23it/s]\n",
+      "Loading checkpoint shards: 100%|██████████████████| 2/2 [00:00<00:00, 16.82it/s]\n",
+      "  0%|                                                     | 0/2 [00:00<?, ?it/s]/home/luthando/miniconda3/envs/ltx-video/lib/python3.13/site-packages/torch/functional.py:534: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at /home/conda/feedstock_root/build_artifacts/libtorch_1730824440083/work/aten/src/ATen/native/TensorShape.cpp:3595.)\n",
+      "  return _VF.meshgrid(tensors, **kwargs)  # type: ignore[attr-defined]\n",
+      "100%|███████████████████████████████████████████| 2/2 [46:52<00:00, 1406.33s/it]\n",
+      "/home/luthando/Desktop/LTX-Video/ltx_video/pipelines/pipeline_ltx_video.py:1073: FutureWarning: Accessing config attribute `in_channels` directly via 'Transformer3DModel' object attribute is deprecated. Please access 'in_channels' over 'Transformer3DModel's config object instead, e.g. 'unet.config.in_channels'.\n",
+      "  out_channels=self.transformer.in_channels\n"
+     ]
+    }
+   ],
+   "source": [
+    "!python inference.py --ckpt_dir 'model_ckpt' \\\n",
+    "    --prompt \"A black woman with long black hair smiles at another woman with long blonde hair. The woman with black hair wears a black jacket and has a small, barely noticeable mole on her right cheek. The camera angle is a close-up, focused on the woman with brown hair's face. The lighting is warm and natural, likely from the setting sun, casting a soft glow on the scene. The scene appears to be real-life footage.\" \\\n",
+    "    --height 320 \\\n",
+    "    --width 640 \\\n",
+    "    --num_frames 124 \\\n",
+    "    --seed 100 \\\n",
+    "    --frame_rate 16 \\\n",
+    "    --num_inference_steps 40"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "ltx-video",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.13.0"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/requirements.txt b/requirements.txt
new file mode 100644
index 0000000..1209f9f
--- /dev/null
+++ b/requirements.txt
@@ -0,0 +1,18 @@
+torch
+torchvision
+torchaudio
+huggingface_hub
+transformers
+diffusers
+imageio
+scikit-learn
+einops
+sentencepiece
+beautifulsoup4
+ftfy
+
+tqdm
+wandb
+onnx
+av
+shutils
\ No newline at end of file