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Show HN: Lance – image/video generation and understanding in one model

47 pointsby cleardusktoday at 3:45 PM14 commentsview on HN

The model has 3B active parameters. We put the code, homepage, paper and model links here:

- Code: https://github.com/bytedance/Lance

- Homepage: https://lance-project.github.io/

- Paper: https://arxiv.org/abs/2605.18678

- Model: https://huggingface.co/bytedance-research/Lance

p.s. Lance is a research project, not a polished product. The model was trained using fewer than 128 GPUs.


Comments

embedding-shapetoday at 8:57 PM

Video understanding is kind of new, especially if done well, and hopefully working well with UI and UX, that'd be great. Current agents already struggle a bit with 2D space with normal screenshots of unconventional UIs, wonder if this model would do better with actual recordings of navigating and using applications, feels like it could help a bunch with understanding UX at least hopefully. Will be fun to play around with :)

bguberfaintoday at 8:03 PM

Any plans to port to sglang or vLLM?

nkvdevtoday at 7:17 PM

Great quality, forked and going to try

popalchemisttoday at 6:34 PM

Seems like the video output is crippled. Resolution is low (720 or so), as is the frame rate. The samples are shown up-scaled and frame-interpolated.

Why do that? Seems strange to be building sub-hd resolution video models in 2026.

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Tsarptoday at 5:06 PM

Nice work. Wish they had picked another name given how popular lance/lancedb is.

CrzyLngPwdtoday at 6:10 PM

Imagine having virtually unlimited compute and programming resources, and silly little slop videos is the result.

Fabulous.

show 2 replies
vaporaviatorlabtoday at 8:37 PM

[flagged]

asadmtoday at 5:15 PM

last dance for lance vance!

show 1 reply