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Alibaba's Qwen3 is a new-generation large language model featuring a hybrid reasoning mode (thinking vs. non-thinking), support for 119 languages, and optimized agent capabilities. It includes specialized models like Qwen3-Embedding and Qwen3-Reranker for text representation and retrieval tasks, all open-sourced under Apache 2.0 for commercial use. 阿里巴巴推出的新一代大型语言模型Qwen3，具备混合推理模式（思考与非思考）、支持119种语言、优化Agent能力，并包含Qwen3-Embedding和Qwen3-Reranker等专用模型，全部采用Apache 2.0协议开源，可免费商用。

The Qwen3 series, released by Alibaba Cloud's Tongyi Qianwen team, features eight models ranging from 0.6B to 235B parameters, utilizing both MoE (Mixture of Experts) and Dense architectures. It supports 128K token context length and 119 languages, with innovative thinking/non-thinking modes for optimized task performance. The series balances high performance in coding, mathematics, and general tasks with efficient inference, making it suitable for diverse applications from edge devices to enterprise solutions. (阿里云通义千问团队发布的Qwen3系列包含八款模型，参数规模从0.6B到235B，采用MoE和密集架构。支持128K token上下文长度和119种语言，首创思考/非思考模式优化任务性能。该系列在编码、数学和通用任务上表现卓越，同时实现高效推理，适用于从边缘设备到企业级应用的多种场景。)

The Hong Kong Top Talent Pass Scheme has expanded its recognized university list to 200 institutions, including 23 new mainland Chinese universities, based on four major global rankings. The scheme offers B and C categories for graduates from these top universities, with streamlined application processes and specific renewal requirements for permanent residency. (香港高才通计划已将认可大学名单扩展至200所，新增23所内地顶尖院校，基于四大全球大学排名。该计划为这些顶尖大学毕业生提供B类和C类申请通道，拥有简化申请流程和特定的永居续签要求。)

Qwen3-TTS is an open-source voice cloning technology that enables high-quality speech synthesis and voice replication. This article provides a technical overview of its implementation, including model architecture, training methodologies, and practical deployment considerations for developers and researchers. (Qwen3-TTS是一种开源语音克隆技术，能够实现高质量的语音合成和声音复制。本文提供了其实现的技术概述，包括模型架构、训练方法以及开发者和研究人员的实际部署考虑。)

A joint study reveals that poisoning large language models requires only a fixed number of malicious documents (as few as 250), regardless of model size or training data volume, challenging previous assumptions about attack feasibility. (一项联合研究表明，无论模型规模或训练数据量如何，仅需固定数量的恶意文档（少至250份）即可对大语言模型进行数据投毒攻击，这挑战了先前关于攻击可行性的假设。)

Blockchain technology, with its decentralized, immutable, and transparent nature, offers a promising solution to enhance data security, trust, and efficiency across various industries, though it faces challenges like scalability and regulatory compliance. (区块链技术凭借其去中心化、不可篡改和透明的特性，为提升各行业数据安全、信任和效率提供了有前景的解决方案，但也面临可扩展性和监管合规等挑战。)

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This article provides a technical analysis of Horizon Robotics' edge computing AI chip architecture, examining its design principles, key components, and applications in intelligent edge scenarios. (本文对地平线边缘计算AI芯片的技术架构进行深入分析，探讨其设计理念、核心组件以及在智能边缘场景中的应用。)

This article provides a technical analysis of Horizon Robotics' edge computing AI chip architecture, focusing on its design principles, performance characteristics, and applications in autonomous driving and IoT scenarios. (本文对地平线边缘计算AI芯片的技术架构进行深入分析，重点探讨其设计原理、性能特点以及在自动驾驶和物联网场景中的应用。)