Session

Against the Slop: Engineering Creative AI Workflows

Your own music video. A custom character. Running on your own computer. No cloud required?

Yes, please.

Unfortunately, there is a small detail: all the interesting parts have to actually work together.

AI slop is everywhere. Generic images. Generic videos. Generic everything. Content that looks impressive for about three seconds and then somehow feels like you have already seen it seventeen times.

The antidote is not to reject AI. It is to stop treating it like a magic slot machine.

In this session, we will treat creative AI more like an instrument and less like a button marked "make awesome."

We will use node based environments such as ComfyUI as our playground, stare into the intimidating wall of boxes and noodles, and work out what is actually happening underneath.

What does a VAE really do? Why are there text encoders everywhere? What exactly is moving between those nodes? Why does one model need another model before it can talk to yet another model? And at what point did generating an image turn into systems engineering?

Without getting lost in the math, we will build an intuition for the components and how they fit together across image, audio, and video workflows.

The goal is simple: stop pulling the prompt lever and hoping for magic. Start building creative pipelines that are deliberate, reusable, and much more likely to produce what you actually had in mind.

And, ideally, a music video that does not look like AI slop.

Andreas Erben

CTO for Applied AI and Metaverse at daenet

Ponte Vedra Beach, Florida, United States

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