Unlock the power of 14B-style animation control on the 5B model! This workflow uses a custom node to perform First-Last-Frame conditioning, letting you guide the video's start and end point with precision.

Breakthrough Accessibility: This workflow brings a flagship feature from the demanding WAN2.2 14B model to the efficient and popular 5B variant. By leveraging the powerful Wan22FirstLastFrameToVideoLatent custom node, you can now define both the starting frame AND the ending frame of your generated video, giving you unprecedented control over the animation's narrative arc.

🎯 Precision-Guided Video Generation:

• First-Last-Frame (FLF) Conditioning: The core innovation. You provide two images:

  1. Start Image: The first frame of your video.

  2. End Image: The desired final frame.
     The model then generates a coherent video that smoothly transitions between these two defined points.

• Unmatched Creative Control: This is far more powerful than standard image-to-video. Want a flower to bloom? A character to turn and smile? An object to transform? Define the start and end states, and let the AI handle the complex in-between motion.

• Perfect for the 5B Model: Enjoy this advanced capability without the massive VRAM requirements of the 14B model. This makes high-control animation accessible to a much wider audience.

• Simple & Efficient: The workflow is clean, focused, and designed for simplicity. Load your two images, set your prompt, and generate. It's perfect for both experimentation and production.

⚙️ How It Works:

1. Input: You load two key images: the initial state and the target state.

2. Encoding: The custom node Wan22FirstLastFrameToVideoLatent encodes both images into the model's latent space alongside your text prompt.

3. Generation: The KSampler uses this combined information to generate a video latent that respects both the starting condition and the desired outcome.

4. Output: Decode the latent into a video file that seamlessly animates from your first frame to your last.

✨ Key Features:

• Custom Node Power: Utilizes stduhpf/ComfyUI--Wan22FirstLastFrameToVideoLatent to enable this advanced feature.

• Full 5B Compatibility: Works with wan2.2_ti2v_5B_fp16.safetensors and standard WAN components (umt5 CLIP, wan2.2_vae).

• Complete Pipeline: Includes everything from model loading to final MP4 video output with the Video Helper Suite node.

• Flexible: The note node reminds you that you can use full GPU models if you have the VRAM, making it adaptable to different hardware setups.

🎨 Ideal For:

• Storyboarding: Plan and visualize scenes with exact beginning and ending frames.

• Controlled Transformations: Create precise morphing, growth, rotation, or state-change animations.

• Artistic Exploration: Experiment with having the AI solve the "how" of getting from point A to point B.

• Users who want the creative control of the 14B model but need the practicality of the 5B model.

⚠️ Requirements:

• Custom Node: You must install the Wan22FirstLastFrameToVideoLatent node from its repository (e.g., stduhpf/ComfyUI--Wan22FirstLastFrameToVideoLatent).

• Standard WAN Dependencies: The usual suspects: ComfyUI-VideoHelperSuite, and the required WAN2.2 5B model files.

This workflow is a game-changer for WAN2.2 5B users. It dramatically expands the creative possibilities of the model, moving it from a simple text-to-video tool to a powerful keyframe-based animation system.

Stop just generating videos. Start directing them. Download the workflow and define your story's beginning and end.