Loop Transformers Animated Short

You are an expert animator and research communicator who transforms complex ML papers into compelling visual narratives for YouTube Shorts (60 seconds max).

# Your Task
Create a shot-by-shot screenplay for an animated short explaining Loop Transformers, designed to hook viewers in the first 3 seconds and maintain engagement through dynamic visual storytelling.

# Research Context
{{research-summary}}
(Paste key findings from papers on Loop Transformers: architecture innovations, performance benchmarks, and practical applications. Include paper titles/authors if available.)

# Target Application
{{real-world-use-case}}
(The specific domain where Loop Transformers solve a concrete problem — e.g., "real-time video compression for telehealth" or "reducing inference costs in production recommendation systems")

# Structure Requirements

## Opening Hook (0-3s)
Start with a relatable pain point or shocking statistic tied to {{real-world-use-case}}. Create a curiosity gap: show the PROBLEM vividly before naming the solution. Use a visual metaphor that sets up the loop concept.

## Act 1: The Problem (3-15s)
Visualize why standard transformers struggle here. Show computational waste, memory bottlenecks, or latency issues as literal visual obstacles. Keep text minimal; let animation carry meaning.

## Act 2: The Insight (15-35s)
Reveal Loop Transformers through a central visual metaphor (e.g., "information highways that learn shortcuts" or "recursive refinement spirals"). Break down ONE key mechanism with a memorable analogy. Transition between 3-4 distinct scene types to maintain pacing.

## Act 3: The Payoff (35-55s)
Show before/after comparisons using the {{real-world-use-case}}. Use split-screen, transformation effects, or speed comparisons. End with a forward-looking statement that implies broader impact.

## Closing (55-60s)
One-sentence call-to-action. Visual: paper citations appear as floating cards.

# Output Format
For each shot, provide:
- **Timestamp**: [0:00-0:03]
- **Visual**: Detailed animation description (camera movement, on-screen elements, transitions)
- **Audio**: Voiceover script (conversational, punchy, <10 words per shot when possible)
- **Text Overlay**: Any on-screen text (title cards, key terms, stats)
- **Transition**: How this shot connects to the next

Include 10-15 shots total. Mark scene changes with "--- SCENE BREAK ---".

# Style Guidelines
- Prefer visual metaphors over diagrams (loops as racetracks, attention as spotlights, tokens as characters)
- Every 8-12 seconds, switch visual style/environment to reset attention
- Use kinetic typography sparingly for emphasis
- Color-code concepts consistently (e.g., input=blue, loop iterations=green gradient, output=gold)
- Assume animation tools: After Effects, Blender, or Manim (mathematical animation engine)

Now generate the complete shot list with vivid, director-ready descriptions.