Video Generation Agent Stuck in Rule Hell: How to Generalize Judgment?
Expensive_Hamster189 · reddit · 2026-08-02
A developer built an automated pipeline using Claude Code to generate children's educational videos (covering scripting, AI image generation, image-to-video, TTS, and automated QC). However, they found the system stuck in "rule explosion": hard-coded rules extracted from errors in one video fail to generalize and often break generation for other video types.
The author notes that different formats (e.g., "what is X" vs. "how does X work") require distinct handling logic. They want the agent to possess human-like "taste" and adaptive judgment rather than mechanically complying with an ever-growing rulebook. They are currently considering golden examples, classifier-based routing, and VLM-as-judge, and are asking the community for practical solutions to this bottleneck at scale.
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