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Hao AI Lab

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@haoailab

Hao AI Lab at UCSD. Our mission is to democratize large machine learning models, algorithms, and their underlying systems.
haoailab.com Joined March 2024
379 Following 9.1K Followers 747 Posts

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Hao AI Lab Verified account @haoailab
Introducing JetSpec++: we find causal parallel drafting paired with hidden states predictor and anchor token decoder can effectively draft the next future block before the current one is verified, and spending the freed time on self refinement.

This allows drafting to be pipelined with verification, hiding almost all of its drafting cost.

JetSpec++ reaches up to 1.54x end-to-end speedup over DSpark and 7.45x over autoregressive decoding while keeping lossless, at 1,361 TPS on Qwen3-8B and 367 TPS on Qwen3.8-27B in BF16.

With NVFP4 and kernel optimizations, JetSpec++ further reaches over 4,000 TPS on Qwen3-8B and over 900 TPS on Qwen3.8-27B, on two GB200 GPUs. ⚡️

Project page: jetspec-project.github.io/jetspecpp-web/
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10 replies 56 reposts 321 likes 37K views View on X
Hao AI Lab Verified account @haoailab
FastVideo team is excited to announce day-0 support for @IFM_AI PAN 2! 🚀

PAN 2 is a foundation world model for physical intelligence, enabling simulative reasoning, where an agent imagines the outcomes of its candidate actions before choosing among them.

Simulate 20 seconds in 2 minutes on 8×B300. 10 seconds in 44 s. 📷

FastVideo: github.com/hao-ai-lab/Fas…
PAN 2 Recipe: haoailab.com/FastVideo/cook…

Congrats to the PAN 2 team at IFM!

@mbzuai
github.com GitHub - hao-ai-lab/FastVideo: A unified inference and post-training framework for accelerated... A unified inference and post-training framework for accelerated video generation. - hao-ai-lab/FastVideo
2 replies 11 reposts 32 likes 1.9K views View on X
Hao AI Lab Verified account @haoailab
(1/6) @pika_labs open-sourced @MiniMax_AI H3 Flex late last week. Today it's in FastVideo, and it's fast.

Up to 7x faster than the official open-source inference code
5 s of 480p video + audio in 5.8 s on one @NVIDIAAI GB200
Open weights + the full training recipe:

FastVideo: haoailab.com/FastVideo/cook…
Weights: huggingface.co/FastVideo/Pika…
Blog: haoailab.com/blogs/pika-h3-…
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8 replies 16 reposts 128 likes 8.3K views View on X
Hao AI Lab Verified account @haoailab
(1/7) FastVideo FastH3 Omni goes local on DGX Spark, RTX GPUs, and Apple MLX 🚀

- FastH3 Omni, a 5 s 480p clip from a photo and a prompt takes ~3 min. On two Sparks, ~2 min
- FastH3 T2AV is 52.6 s on one Spark, 30.7 s on two Sparks

Blog: haoailab.com/blogs/fasth3-o…
Cookbook: haoailab.com/FastVideo/cook…
HF 🤗 huggingface.co/collections/Fa…

@NVIDIARTXSpark @NVIDIAAI @MiniMax_AI

Every clip in this video was generated on NVIDIA DGX Spark. 8-step NVFP4 checkpoint.
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7 replies 20 reposts 90 likes 11K views View on X
Hao AI Lab Verified account @haoailab
Check out FastVideo FastH3 Omni on ComfyUI!
ComfyUI Verified account @ComfyUI Oct 20
FastH3 OmniRef by @haoailab's is now supported in ComfyUI.

This distilled version of Minimax H3 allows multi-modal reference generation of videos. It runs locally on your hardware and provide great balance between quality and speed.

Click the links below for open weights and cloud ⬇️
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