Model reference · open weights

LingBot-Video-MoE

Available as managed deployment Video FastVideo Text→video 1 variants 0 dl/mo

LingBot-Video-MoE is an open-weight video model from FastVideo. AxForge deploys and operates it for you on dedicated EU-owned hardware — with the licence handled where one is required.

Available as managed deployment — configured and operated for you on dedicated EU hardware, quoted per deployment.

What it is

MakerFastVideo
TypeVideo models
TaskText→video
Runs withfastvideo
Based onrobbyant/lingbot-video-moe-30b-a3b
Released2026-07-13
Popularity0 downloads / month
LicenceOpen weights

About

What LingBot-Video-MoE is

This repository contains the released LingBot-Video MoE 30B-A3B base model and its second-stage refiner in the component layout loaded natively by FastVideo.

Usage

Use a FastVideo revision containing LingBot-Video support:

from fastvideo import VideoGenerator

generator = VideoGenerator.from_pretrained(
    "FastVideo/LingBot-Video-MoE-30B-A3B-Diffusers",
    num_gpus=8,
    sp_size=8,
    use_fsdp_inference=True,
    refine_enabled=True,
    text_encoder_cpu_offload=True,
)
result = generator.generate({
    "prompt": "A red fox runs through fresh snow at sunrise.",
    "output": {"output_path": "outputs/lingbot-video", "save_video": True},
})
generator.shutdown()

The released preset generates a 121-frame 832×480 base video and optionally refines it to 1920×1088. Set refine_enabled=False when loading the model to run the base MoE transformer without the refiner.

Provenance

  • Original model: https://huggingface.co/robbyant/lingbot-video-moe-30b-a3b
  • Original code: https://github.com/robbyant/lingbot-video
  • FastVideo port: https://github.com/hao-ai-lab/FastVideo/pull/1595

The original model and this converted package are distributed under the Apache-2.0 license declared by the released checkpoint.

From the published model card. Full card on the HuggingFace links in the sidebar.

Using it via the API

Call it like any OpenAI endpoint

Once AxForge deploys lingbot-video-moe for you, it answers on the OpenAI-compatible API — the same base URL and keys as every other model. (lingbot-video-moe below is illustrative; you get the exact model name on deployment.)

$ curl -sS https://api.axforge.ai/v1/videos/generations \
  -H "Authorization: Bearer $AXFORGE_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{"model":"lingbot-video-moe","prompt":"a drone shot over a forest"}'

Create an account — your API key is available in the console. 5M tokens/month currently included with every new account at launch.

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