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Qwen 3发布,Founder Park围绕开源模型的生态价值采访心言集团高级算法工程师左右

Core Insights - Alibaba's new model Qwen3 is emerging as a significant player in the Chinese open-source AI ecosystem, replacing previous models like Llama and Mistral [1] - The interview with industry representatives highlights the importance of model selection, fine-tuning, and the challenges faced in the AI landscape [1][3] Model Selection and Deployment - The majority of applications (over 90%) require fine-tuned models, primarily deployed locally for online use [3] - Qwen models are preferred due to their mature ecosystem, technical capabilities, and better alignment with specific business needs, particularly in emotional and psychological applications [4][5] Challenges in Model Utilization - In embodied intelligence, challenges include high inference costs and ecosystem compatibility, especially when deploying locally for privacy reasons [6] - For online services, the main challenges are model capability and inference costs, particularly during peak usage times [7] Model Capability and Business Needs - Current models do not fully meet the nuanced requirements of emotional and psychological applications, necessitating post-training to enhance general capabilities while minimizing damage to other skills [8] - The expectation is for open-source models to catch up with top closed-source models, with a focus on transparency and sharing technical details [9][10] Differentiation Among Open-Source Models - DeepSeek is seen as more aggressive and innovative, while Qwen and Llama focus on community engagement and broader applicability [11][12] Product and AI Integration - A significant oversight in AI development is the mismatch between models and product needs, emphasizing that AI should enhance backend processing rather than serve as a front-end interface [13][14] - Successful products should be built on genuine user needs, ensuring high user retention and avoiding superficial demand fulfillment [14] Global Impact of Open-Source Models - The rise of Chinese open-source models like Qwen and DeepSeek is accelerating a global technological transformation, fostering a collaborative and innovative ecosystem [15]