Research, workflows, and field notes on AI video generation, creative automation, UGC, digital advertising, and agentic AI workflows.
Kling 4 and Seedance 2.5 both make 30-second videos with sound. We compare their specs, quality scores, keyframes, references and price per second, with sources.
We spent a day and about $25 testing AI video prompts. Here are our Seedance 2.5 prompting tips for reference images, timestamps, camera movement, and continuity.
Notes on FLUX 3 from Black Forest Labs: what is available, what early examples suggest, where the model looks strong, and how to prompt it.
Instagram announced that it's reducing distribution for reposted content. That changes the economics of meme pages and AI-assisted duplication while favoring new original creators
The agentic video editing platform to tell your story and grow your business.