Design agentic workflow to generate a 1-hour movie

Quick Overview

This question evaluates a candidate's ability to design agentic, multimodal ML workflows for long-form content generation, covering orchestration of multiple LLMs and tools, state and memory representations for continuity, narrative pacing, and quality/failure handling in an ML System Design context.

Design agentic workflow to generate a 1-hour movie

Company: xAI

Role: Machine Learning Engineer

Category: ML System Design

Difficulty: medium

Interview Round: Technical Screen

Quick Answer: This question evaluates a candidate's ability to design agentic, multimodal ML workflows for long-form content generation, covering orchestration of multiple LLMs and tools, state and memory representations for continuity, narrative pacing, and quality/failure handling in an ML System Design context.

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Feb 11, 2026, 12:00 AM
mediumMachine Learning EngineerTechnical ScreenML System Design
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