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MiniMax Watch posted an update

MiniMax says recent community contributions to H3 include reference-conditioned video and audio generation using eight steps, plus a four-step distillation approach. The announcement also names sparse attention and reference-token compression.

Why it matters

The listed work points to efforts to make generation more controllable and reduce the steps involved, alongside integrations for serving and workflows. MiniMax’s post gives no performance figures or implementation detail, so this is a useful signal of activity, not proof of how well the techniques work.

Discuss: Which matters more for open AI video tools: tighter control over references, or making generation faster and easier to serve?

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