realrebelai/LingBot-30B-3B_GGUF_ComfyUI

text-to-video model by realrebelai

From the publisher

Model card & documentation

Source preview

Read the publisher’s intended use, setup instructions, evaluations and limitations. The original model card is the source of truth.

<video <video GGUF quantizations of robbyant/lingbot-video-moe-30b-a3b — a 128-expert Mixture-of-Experts text-to-video model — packaged to run on consumer GPUs via ComfyUIRebelsLingBot. Tested on an RTX 3070 8GB / 16GB RAM. MoE "A3B" means 3B active params per token, but a diffusion forward touches essentially all experts each step — so the win isn't compute, it's that the weights never need to be resident. The node loader keeps the quantized bytes in system RAM (memmap-backed) and dequantizes on demand: regular linears per forward, and the 128-expert fused stacks one expert matrix at a time, only for routed experts. Peak VRAM stays within 8GB; system RAM (as page cache) is what carries the model. Because of this, VRAM use is the same across all quant tiers — you pick a tier by how much RAM you have, not VRAM. The expert tensors are quantized (not passed through at F16) — the fused…

realrebelai/LingBot-30B-3B_GGUF_ComfyUI on Hugging Face A short preview, not the full document.

Read the full model card ↗ · Preview checked 2026-09-29T06:42:11.329Z

Inside the original model card — Document outline

Headings are captured from the source. Links open the publisher’s document, not a locally hosted copy.

Documentation belongs to its respective authors. Reported project/model license: other. A listing is not a grant of reuse or training rights. Confirm the document’s own terms at the source.

Model overview

realrebelai/LingBot-30B-3B_GGUF_ComfyUI is a text-to-video model repository published by realrebelai on Hugging Face. The source reports the gguf library.

This page summarizes Hub metadata. For intended use, training data, evaluation results and limitations, consult the original model card.

Model facts

Task: text-to-video
Library: gguf
Recent downloads (30 days): 3,094
Cumulative likes: 13
Hugging Face trending score: 0
Reported safetensors parameters: Not reported
Architecture: Not reported
License: other
Access: Not gated by Hugging Face
Created: 2026-07-11T15:22:58.000Z
Last modified: 2026-07-12T20:14:52.000Z

Compatibility and lineage

Language coverage was not reported.

Reported base models: robbyant/lingbot-video-moe-30b-a3b

Parameter count is not a RAM/VRAM requirement. Check precision, quantization, context length and runtime compatibility in the model card; no hardware or API-cost claim is inferred here.

Use and evaluate

Check license terms and access requirements first. Review the model card’s documented loading instructions, evaluations and safety limitations. Benchmark scores are not imported by this directory, and popularity is not an accuracy ranking.

No model weights are downloaded or executed by AltAPIs. Never enable remote model code without reviewing it.

Model card and usage instructions

Model files and configuration

Community discussion