MAHMOUD ABDELNABY
Content · SKILL MD · 1

Long-Form Video to Multi-Platform Asset Repurposing Pipeline

Transform one 60-minute video into 15 high-performing marketing assets across LinkedIn, TikTok, Email, and SEO.

Problem it addresses

Build an open-source 1-to-15 content repurposing framework: 1) Agent Skill (SKILL.md) that ingests a podcast/webinar transcript and extracts 5 core thesis statements, 2) Transformation templates for 5 output formats (Short-form video script, LinkedIn carousel copy, Email newsletter, Twitter/X thread, Long-form blog post), 3) Production tracking board template, 4) Complete end-to-end worked example.

Who it is for

BOTH operating in high-growth e-commerce, digital publishing, and direct-response marketing across Saudi Arabia, UAE, and Egypt.

What is inside

Key files listed in the README repository architecture:

  • examples/60min-webinar-repurposed/breakdown.md
  • examples/60min-webinar-repurposed/carousel.md
  • examples/60min-webinar-repurposed/tweets.md
  • LICENSE
  • README.md
  • scripts/extract_key_segments.py
  • SKILL.md
  • templates/linkedin-carousel-blueprint.md
  • templates/multiplatform-brief.md
  • templates/newsletter-curation.md
  • templates/production-tracker.csv
  • templates/short-video-extractor.md

How to evaluate and use it

  1. Read the README first and confirm that the documented problem matches your use case.
  2. Inspect the listed files to find the data, tools, templates, and tests relevant to your task.
  3. Follow the repository’s Quick Start and check prerequisites before running commands.
  4. Compare outputs with documented examples and review limitations before using them in a decision or client workflow.

Quick Start from the README: python -m unittest discover -s tests · python scripts/extract_key_segments.py --help

Scope and limitations

  • Aspect Ratio Crop Optimization: Calculates safe 9:16 vertical, 1:1 square, and 16:9 widescreen crops without slicing off speaker faces.
  • Sub-Clipping Cadence: Identifies high-energy conversational moments based on audio volume spikes and speech pause boundaries.
  • Platform Export Encoding: Standardizes video bitrates, H.264 profiles, and AAC audio settings for fast multi-channel distribution.

This page summarizes the available documentation; it does not establish performance or business results. Verify data and prerequisites before use.

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