vxnsstudio

vxns studio: Creative technology, generative worlds.

An independent studio building digital personas, generative video and the workflows that make them repeatable.

About

vxns is an independent creative technology studio exploring digital identities, generative media, and the systems that bring them to life.

It started with characters: original digital personas that keep their face, voice and personality from one image, one clip, one script to the next. Keeping them consistent turned out to be as much an engineering problem as a creative one.

So the studio builds what sits underneath — ComfyUI workflows, open video models, GPU environments and the automations that connect them — adapting existing tools where they fit and writing new ones where they don’t.

Independent and still early. Every experiment leaves behind tooling that makes the next one easier.

Areas of exploration

Selected explorations

What’s on the bench right now: internal projects, still evolving. The repositories are private for now, so the diagrams show how each one works.

InfiniteTalk, ready in one click

In validation

Talking video from a single portrait and an audio track — without spending an afternoon setting up the generation environment first. A RunPod template turns a cold GPU into a ready ComfyUI session running WanVideo 2.1 with InfiniteTalk. The first boot serves a live progress page while about 34 GB of models download; a persistent volume brings later boots down to a couple of minutes.

  • ComfyUI
  • WanVideo 2.1
  • InfiniteTalk
  • Docker
  • RunPod
Diagram: a portrait and an audio track feed the Wan 2.1 and InfiniteTalk graph in ComfyUI, which outputs a talking video. portrait audio wan 2.1 i2v+ infinitetalk video

A cast that remembers

Running internally

Fresh daily scripts for a recurring cast of original personas, without circling back to the same themes, structures and ideas from last week. Every script is broken down into its setting, opening, turn and ending, then stored in a ledger. The recent ledger goes back into the LLM prompt as explicit constraints: the model sees what it already did, and is steered away from doing it again.

  • Node.js
  • LLM API
  • JSON ledger
  • Sheets sync
Diagram: persona and ledger constraints feed the generator, which writes a new script; the script is broken down and written back into the ledger. persona ledger generate script break down, write back

Persona bibles

Ongoing

Structured documents that keep a digital character recognizably themselves over time: appearance, personality, voice, boundaries and recurring motifs. Each bible is versioned and acts as the single source of truth for every image, clip and line the persona produces; a revision is calibrated against real output before it replaces the last.

  • Markdown
  • versioning
  • prompt systems
Diagram: one persona bible feeds image, video and script generation. persona biblev3.2 images video scripts

Contact

Got something in mind?

A weird idea, a collaboration, or just want to say hey?

hey@vxns.studio

Code and experiments: GitHub