Shortflow blog
Field notes: AI pipelines, short-form video, MCP, multi-platform publishing.
- ·9 min read·multi-platformpublishingplaybook
Cross-publishing to six platforms without killing the content: the playbook
Reposting the same video on YouTube, TikTok, Instagram, Facebook, Threads and LinkedIn doesn't work. Here's the per-platform decision tree — when to adapt, when to keep, when to give up.
- ·11 min read·ai-videotiktokpipeline
Eight AI-driven TikTok channels, one pipeline. The complete mechanism.
From the JSON config file to a vertical MP4 ready to ship on six platforms — what's actually under the hood when AI video production runs solo. Real numbers, real decisions, real bugs.
- ·8 min read·case-studyai-videoshort-form
One episode did three times the rest. Here's what I missed.
Twenty-one episodes on the same channel, same format, same synthetic voice. One of them broke the algorithm. A field report on three wrong theories — and the fourth one that landed at 2am, on a re-read.