How I built a Claude AI workflow that generates images and video on demand

2026-02-06 · Source: Visually AI by Heather Cooper · Field: Technology & Digital — Artificial Intelligence & Machine Learning, Software Development & Engineering · Depth: Intermediate, medium

Summary

The "Visually AI" brief introduces a streamlined workflow for generating AI images and video directly within VS Code using the Anthropic Claude Code extension. This method allows users to build custom prompt-generation skills, such as a `/prompt-gen` skill that engineers tool-optimized prompts from raw ideas for generators like Kling, Midjourney, Runway, or Veo. The workflow then routes these prompts through an API platform like kie.ai or Fal.ai via a `/ai-generate` skill, downloading the resulting assets directly into the project folder. The brief also highlights the expanded availability of Seedance 2.0, noting its multi-modal input capabilities for combining images, video, and audio, and its video extension feature. However, it cautions that Seedance 2.0 has restrictions on generating realistic human likenesses due to earlier backlash.

Key takeaway

For AI Engineers or Creative Technologists seeking to optimize their visual content creation, integrating Claude Code into your VS Code workflow can significantly reduce context switching. By setting up custom prompt-generation and API-calling skills, you can generate and review AI images and videos without leaving your development environment, accelerating iteration and project delivery. Be aware of Seedance 2.0's limitations on human likeness generation if your projects require realistic human subjects.

Key insights

Integrate AI visual generation directly into VS Code for a more efficient, browser-free workflow.

Principles

• Streamline AI visual workflows by centralizing tools.
• Custom skills can optimize prompts for specific generators.
• API platforms enable unified access to diverse AI models.

Method

Install Claude Code in VS Code, create a custom prompt-gen skill, use an /ai-generate skill with API credentials (e.g., kie.ai) to generate assets, and review results directly within the editor.

In practice

• Use Claude Code extension for in-editor AI generation.
• Develop custom skills for tailored prompt engineering.
• Explore kie.ai or Fal.ai for multi-model API access.

Topics

• Claude Code
• VS Code Extension
• AI Workflow Automation
• Generative AI
• Seedance 2.0

Best for: AI Engineer, Prompt Engineer, Creative Technologist

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Editorial summary, takeaway, and curation by AIssential. Original article published by Visually AI by Heather Cooper.