Video world model
DreamX-World
What it is
Action-conditioned 5B video world model, wired as a post-processing stage of the music pipeline: a clip is rendered from the final mix.
The architect's call
Architect's call: do not make it gateway-resident. A heavy, rarely-called, slow model has no business in a shared RAM budget — a previous always-resident model that nothing ever consumed had already cost 37 GB for nothing. Chosen path: offline batch service, non-fatal failure (the track still ships). Real MPS port: 25 frames at 832×480, 216 s, valid file.
The code
Private repository — walkthrough over a call
Your data cannot leave the building?
That is precisely the problem I solve. A 30-minute call is enough to scope an audit.