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Streaming

Feb 27, 2026 Aliyun Bailian 5 min read

Aliyun Bailian (3): Qwen-Omni for Video, Audio, and Image Understanding

Qwen-Omni for production multimodal: the four input types, the streaming requirement that the docs do not warn you about, and a working video-understanding pipeline with sane pixel budgets.

Feb 26, 2026 Aliyun Bailian 6 min read

Aliyun Bailian (2): The Qwen LLM API in Production

Picking a Qwen variant by latency and cost, function calling done right, JSON mode without tears, and the enable_thinking + streaming requirement that the docs gloss over.