# Ant Ling — Ming-Lite-Omni-Preview: A MoE Model Designed to Perceive a Wide Range of Modalities

- Company: Ant Ling (ant-ling.com)
- Announced: 2025-05-05
- Category: new-model
- Coverage: not counted
- Announcement: yes
- Group: models
- Source: https://developer.ant-ling.com/en/blogs/ming-lite-omni-preview
- Record: https://forck.live/items/22350-ming-lite-omni-preview-a-moe-model-designed-to-perceive-a-wide-range-of
- Subject: Ling / Ring / Ming
- Open weights: yes
- Models affected: Ming-Lite-Omni-Preview, Ling-Lite

Ant Ling released Ming-Lite-Omni-Preview, a Mixture-of-Experts model built on Ling-Lite that processes text, images, audio, and video while generating text and natural speech in a streaming manner. The model incorporates modality-specific routers and supports video understanding with KV-Cache dynamic compression, natural speech generation with dialect support and one-shot voice cloning, and a chain-of-thought reasoning mode. It is available for download from Hugging Face and ModelScope.

## Evidence

Verbatim from https://developer.ant-ling.com/en/blogs/ming-lite-omni-preview:

> Ming-Lite-Omni-Preview is built upon Ling-Lite , which is a MoE model designed to perceive a wide range of modalities, including text, images, audio, and video, while generating text and natural speech in a streaming manner.

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Record: https://forck.live/items/22350-ming-lite-omni-preview-a-moe-model-designed-to-perceive-a-wide-range-of
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