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Open source

LingBot-Video

Ant Lingbo, open-sourced 2026-07-09 — the first MoE video foundation model aimed at embodied AI: 30B-A3B (30B total, ~3B activated per forward pass) plus a 1.3B dense variant, Apache 2.0. Do not be fooled by "A3B": activating 3B saves compute, not VRAM — the other 27B of expert weights still has to sit in memory. Measured peak is 83.75 GiB per card at CP8 without sharding, falling to 37.61 GiB with DiT-FSDP (about 17% slower). The 1.3B dense build runs on a single 48GB card. The official benchmark denominator is 480×832 / 5 sec / 24fps. This one predicts worlds for robots, not shots for film.

80 GB
VRAM floor
30B-A3B
Parameters
1
open-weight models

Open source Highest bar

Weights are free, hardware is not: you buy the GPU up front (one-time estimate, may rise) and still pay for power and time. Six of the twelve are Apache 2.0 (HappyHorse-1.0, SANA-WM, Bernini, MAGI-2, LingBot-Video, LongLive 2.0); LTX-2 and LTX-2.5 use community licences and SANA-Video uses the NVIDIA Open Model License. Hardware runs from one RTX 5090 to 8× H100. See all 12 →

Hardware requirements, as published

VRAM floor
MoE peaks at 83.75 GiB per card (CP8, unsharded); DiT-FSDP brings it to 37.61 GiB
Official hardware
8 cards (CP8 example); the 1.3B dense build runs on a single 48GB card
Output
480×832 / 5 sec / 24fps (official benchmark denominator)
Size
30B-A3B MoE (~3B activated) plus a 1.3B dense variant
Licence
Apache 2.0
A3B saves compute, not VRAM — the other 27B of expert weights still has to sit in memory.Ant Lingbo · github.com/robbyant/lingbot-video + community measurements
1 records · showing Specs checked 2026-11-10 · hardware 2026-10-21
# Platform / model Layer VRAM · setup One-time hardware
— OSSLingBot-Video ↗Ant Lingbo · 2026-07 · Apache 2.0 · 30B-A3B MoE Open source 80 GB84GB peak per card, 38GB with FSDP ≈ ¥2,000,000 · one-time8× H100 80GB · estimate, may rise · cloud rental is more practical
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