Design agentic workflow to generate a 1-hour movie

Prompt

You’re asked to design an agentic workflow (multiple LLM/tools acting as “agents” under an orchestrator) that can generate a ~60-minute movie from a short user request (e.g., genre + logline + a few constraints).

Requirements

• Input: a short prompt plus optional constraints (genre, target rating, language, art style, key characters, must-include events, target length ~60 minutes).
• Output: a full movie package:
  • screenplay / dialogue
  • storyboard or shot list
  • generated video clips (or scene-level renders), audio (speech, SFX, music)
  • final edited timeline (~60 min)
• Maintain consistency across the whole film:
  • character identity (appearance, voice, personality)
  • world facts and timeline continuity
  • visual style / cinematography constraints
  • plot coherence (no contradictions)
• Maintain good narrative pacing / rhythm across 60 minutes.
• The system should support iterative refinement (regenerate a scene without breaking continuity).

What to cover

Describe:

1. The high-level workflow and the agents involved.
2. What state/memory representations you would use to enforce consistency.
3. How you would manage pacing and hit a target runtime.
4. Tool/model choices at each stage (LLMs, video generation, TTS, editing).
5. Quality evaluation and failure handling (automatic checks + human-in-the-loop).