Veo3 core: CoF and zero-shot visual reasoning

What CoF means {#overview}

CoF (Chain-of-Frames style compositional reasoning) describes how advanced video models like Veo3 chain visual states across time without per-frame manual labels. This veo tutorial explains why it matters for veo3 prompts.

Zero-shot visual reasoning {#zero-shot}

Zero-shot here means the model infers object continuity, depth, and interaction from text + optional reference—no custom fine-tune per scene. Strong Veo3 results often come from prompts that name the causal order: rain hits ground → ripples → steam rises.

veo3 prompts that help CoF {#prompts}

Write veo3 prompts as short storyboards: Shot1 establishing wide → Shot2 insert hands → Shot3 reaction face. Even in one clip, a numbered list steadies CoF-style reasoning.

Comparison {#compare}

Prompt style	Effect on output
Single blob sentence	Higher drift mid-clip
Stepwise cause → effect	Clearer physics & continuity
Named light direction	Better depth cues

Takeaways {#summary}

For SEO: Veo3, veo3 prompts, veo tutorial readers gain a mental model—then test on Veo3.