LearnAI
Новинки AI · Видео и анимация · Lesson 9/10
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Task

Limitations and how to get around them

Avoid the weak points of the model. Return JSON {"problem":"...","prompt":"...","negative":"...","fix":"..."}: problem - what artifact do you expect, prompt - reworked scene hiding the problem area, negative - what should NOT happen, fix - trick bypass (simplify movement, remove close-ups of brushes, add text in editing).

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Bypass artifacts
💡 A piece of theory

AI video has predictable weaknesses, and a pro does not fight them, but works around them. Typical artifacts (visible defects in the frame): “floating” fingers and extra limbs, crooked text and logos, flickering textures, faces that “breathe” and change, objects passing through each other. The mechanics of the reason: the neural network predicts pixels by probability and makes mistakes most often on complex geometry (hands, letters). Avoidance Levers: Keep problem areas away from the camera or in motion (fast movement masks hand defects), avoid close-ups of hands, and add text separately in editing rather than asking the model. A powerful tool is negative description: list what should NOT be (“no extra fingers, no distorted face, no shaking, no text”). Insider: negativity is often more important than half of a positive prompt - it cuts off the most frequent failures. The second technique is a shorter video and less action: most artifacts grow with time and the complexity of the movement. A common mistake is to generate the same complex frame dozens of times in the hope of luck. It’s quicker to simplify the scene, hide the problem area and add negativity.

How is it assessed · passing 70

  • 1Valid JSON without text around it25%
  • 2There are fields problem, prompt, negative, fix25%
  • 3Meaningful negative description30%
  • 4Real bypass technique20%
Your promptClaude ⌄
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