Problem: Manual video production pipelines don’t
Fariha Muazzam
Problem:
Manual video production pipelines don’t scale and break when content length or structure changes.
What I Built:
An agentic workflow where LLMs:
Decompose a brief into structured scenes
Generate per-scene scripts, visuals, and metadata
Maintain consistency across scenes
Output machine-readable payloads for downstream video assembly
Why it matters:
Handles variable-length scripts (10–50+ scenes)
Designed for automation, not prompt hacking
Built for integration into larger systems
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Posted Feb 3, 2026
Problem: Manual video production pipelines don’t scale and break when content length or structure changes. What I Built: An agentic workflow where LLMs: Deco...
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