OpenClaw Video Creation Process: Reducing Automation to 80% with Improved Quality

A developer has shared their refined OpenClaw workflow for animated video creation, achieving significant quality improvements by reducing automation to 80% and implementing better prompt engineering techniques.

Key Process Improvements

The developer spent a week refining their bots and achieved noticeable quality improvements in their video output. The core changes include:

• Working with a script agent to refine prompts multiple times, resulting in deeper story structure
• Each scene now contains multiple 4-8 second clips
• Improved clip agent prompt template with specific sections: Description (what happens visually), Emotion (character emotions), Characters (who are in the clip), Setup (setup used in the clip, only 1 per clip), Image Prompt (explain the first frame), and Video Prompt (with camera, 1-2 dialogue only)
• Using a quality agent to double-check prompts contain all necessary information
• Generating at least 2 clips per video prompt to account for VEO 3 hallucinations
• Pre-generating environment and outfits for characters to maintain scene setup and appearance consistency
• Setup agent creates new environments if they don't exist

Manual Post-Processing Steps

The remaining 20% manual work includes:

• Selecting which clip videos to add to CapCut
• Redoing clips with low quality (about 10% of clips)
• Adding text and scene transitions

Story Prompt Structure

The developer shared their story prompt template for generating content:

Act as a professional Pixar and Disney children's story writer. Write a 15-minute emotional story for children (age 5–12). Requirements: - Focus on humans only (no fantasy creatures) - No dialogue (narration only) - Strong emotional storytelling like Pixar - Include a meaningful life lesson about family, emotions, or growing up. - No complex actions, mainly characters talk to each others Story Structure: 1. Beginning 2. Change 3. Conflict 4. Low Point 5. Growth 6. Ending | Stage | Emotion | | --------- | ---------------- | | Beginning | Comfortable | | Change | Jealous / Fear | | Conflict | Angry / Confused | | Low Point | Sad / Guilty | | Growth | Understanding | | Ending | Warm / Happy | Story style: - Warm, realistic family setting - Emotional but simple (easy to animate) - Focus on facial expressions, actions, and small moments Only Use the characters in the context provided in "Jack's Family.txt" Only Use the setup provided in "Jack Family House Setup.txt", "other_setups.txt", and "school_setups.txt" Topic: {TOPIC} Output format: - Title - Full story (narration only, no dialogue)

This approach demonstrates how strategic manual intervention combined with refined automation can produce higher quality AI-generated video content.