Model reference · open weights
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
| Maker | FastVideo |
|---|---|
| Type | Video models |
| Task | Text→video |
| Runs with | fastvideo |
| Based on | robbyant/lingbot-video-moe-30b-a3b |
| Released | 2026-07-13 |
| Popularity | 0 downloads / month |
| Licence | Open weights |
About
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.
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.
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
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.