Why do AI images sometimes have weird hands?

AI models struggle with hands because:

1. Complexity: Hands have many possible configurations and positions
2. Training data: Hands appear in various positions, making patterns harder to learn
3. Occlusion: Hands are often partially hidden in training images
4. Latent space: The compressed representation has limited capacity for fine details

To improve hands:

• Use negative prompts: “bad hands, extra fingers, mutated hands”
• Try ControlNet with hand-specific models
• Generate at higher resolutions
• Use inpainting to fix specific issues
• Some newer models (DALL-E 3, Flux) handle hands better