short-form-video

TikTok Zombie Survival Series: How to Stop ChatGPT From Lying

A sequential TikTok index for the zombie-survival ChatGPT series, moving from SDA-3, adversarial questioning and historical pressure-testing to bioweapons failure and the final method for forcing ChatGPT past weak coherence.

TikTok Trend Analysis With Python: A Story About CreepyTok

tiktok short-form-video video-index-system semantic-research-pipeline research-methods search-results-to-strategy search-and-discovery-systems creative-search-system

How a Python pipeline turns TikTok search results, metadata, captions and transcripts into a reusable ChatGPT handoff for analysing trends and generating new video concepts.

Building an Agent-Native After Effects Workflow

artistic-system-building creative-identity-system structural-legibility short-form-video first-principles

A reference architecture developed through short-form video production, externalising After Effects state for AI-assisted motion design under human direction.