A multi-agent studio

Chinese classics, reborn as film — by a crew of AI agents.

MoVox is a pipeline of specialized AI agents, orchestrated by LangGraph. They read a Chinese classical novel, voice its characters, paint every scene in ink-wash, and animate it into a chapter-length film — while a human directs and reviews every step. It all runs locally, on open models.

The pipeline

Five agents. One human.

A crew of specialized AI agents does the work; a person directs and signs off at every checkpoint. The whole line is orchestrated by LangGraph.


  1. Reader Agent

    Reader Agent

    Parses a Chinese classic into scenes, narration, and every character’s lines.

  2. Actor Agent

    Actor Agent

    Mints a distinct, consistent voice for each character, then narrates the chapter.

  3. Painter Agent

    Painter Agent

    Composes an ink-wash keyframe for every scene, faithful to the text.

  4. Animator Agent

    Animator Agent

    Brings each keyframe to motion — seconds of living illustration.

  5. Editor Agent

    Editor Agent

    Cuts it into a subtitled film — one MP4 per chapter.

⟳ orchestrated by LangGraph ◇ human-in-the-loop review

It all runs locally on open, permissively-licensed models — no cloud, no gatekeepers, no per-frame fees. Built for the Chinese classical canon it began with; the results are yours to share.

See it

A short demo.


Where I stand

Not slop. Craft.

The fear says AI flattens art and takes the jobs of the people who make it. I don’t buy it. A model has no taste — a person does. MoVox is one person’s direction amplified by a crew of tireless specialists: every scene is chosen, reviewed, and signed off by a human. The storyteller doesn’t vanish — they get a studio.

Read the full stance →