# Visko streams a live world model in real time on one TPU slice

> Visko and Google Cloud teams moved the full inference pipeline for Orbis, a continuously streaming video world model, onto one Cloud TPU slice. Video generation, super-resolution and synchronized audio run sequentially on the accelerator. The companies say the work took 30 days from kickoff to production handover.

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- Publisher: Newsverum
- Section: Technology
- Published: 2026-10-15T21:30:21+00:00
- Updated: 2026-10-15T21:30:21+00:00
- Event / data period: 2026-10-15
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The source reports output at 1.07 times playback speed and 1664×936 resolution at 18 frames per second, with about 7% headroom for streaming variance. This is a single-slice test described by the company, not an independent benchmark. The stack uses JAX, torchax and custom Pallas kernels.

## Data

### Visko streams a live world model in real time on one TPU slice

Visko and Google Cloud teams moved the full inference pipeline for Orbis, a continuously streaming video world model, onto one Cloud TPU slice. Video generation, super-resolution and synchronized audio run sequentially on the accelerator. The companies say the work took 30 days from kickoff to production handover. The source reports output at 1.07 times playback speed and 1664×936 resolution at 18 frames per second, with about 7% headroom for streaming variance. This is a single-slice test described by the company, not an independent benchmark. The stack uses JAX, torchax and custom Pallas kernels.

Methodology: Reported values and benefits are attributed to the source; no independent measurement was made.

| date | label | description | status |
|---|---|---|---|
| 2026-10-15 | Visko streams a live world model in real time on one TPU slice | Visko and Google Cloud teams moved the full inference pipeline for Orbis, a continuously streaming video world model, onto one Cloud TPU slice. Video generation, super-resolution and synchronized audio run sequentially on the accelerator. The companies say the work took 30 days from kickoff to production handover. The source reports output at 1.07 times playback speed and 1664×936 resolution at 18 frames per second, with about 7% headroom for streaming variance. This is a single-slice test described by the company, not an independent benchmark. The stack uses JAX, torchax and custom Pallas kernels. | occurred |

Sources: <https://cloud.google.com/blog/products/media-entertainment/how-visko-streams-real-time-world-models-on-google-cloud-tpus> · Download data: [JSON](https://newsverum.com/api/v1/articles/visko-orbis-live-world-model-streams-on-google-cloud-tpu/data/source-report?lang=en&format=json) · [CSV](https://newsverum.com/api/v1/articles/visko-orbis-live-world-model-streams-on-google-cloud-tpu/data/source-report?lang=en&format=csv)

## Sources

- [Google Cloud and Visko](<https://cloud.google.com/blog/products/media-entertainment/how-visko-streams-real-time-world-models-on-google-cloud-tpus>) (Source checked: 2026-10-15; Published: 2026-10-15)

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