What’s the easiest way to run AI video-generation models locally? Any recommendations?

I’m trying to figure out if it’s actually possible to run lightweight AI video-generation models locally things like short clips, motion effects, or basic AI video edits.

I’ve seen a lot of people running LLMs and image models offline, but not many talking about video models.

What I want to know:

  • Which video models can run locally right now?
  • Are there any “lightweight” options that don’t need a huge GPU?
  • What tools or setups do people use (MLX, Ollama-style, Docker, etc.)?
  • What kind of performance should I expect for short clips?

If anyone here has tried running a local video model, I’d love to hear your experience or recommendations.

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