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DeepSeek: China's leading open-source LLM series, excelling in reasoning, coding, math & Chinese with superior cost-performance. (DeepSeek：中国领先开源大模型系列，以卓越性价比在推理、编码、数学及中文领域表现突出。)

AI hardware optimization boosts performance, efficiency, and cost for AI workloads. (AI硬件优化提升AI工作负载性能、效率与成本效益。)

NVIDIA Dynamo: Open-source, high-throughput AI inference framework for distributed multi-GPU environments. (NVIDIA Dynamo：面向分布式多GPU环境的高吞吐AI推理开源框架。)

AI inference frameworks execute trained ML models for real-world applications like video analysis. (AI推理框架执行训练好的ML模型，赋能视频分析等实际应用。)

HAIF: A production-ready, scalable AI inference microservices framework with full observability. (HAIF：一个生产就绪、可扩展的AI推理微服务框架，具备完整的可观测性。)

AI inference frameworks may enable superhuman gaming performance, as seen in recent anomalous high win-rate patterns. (AI推理框架或可实现超人类游戏表现，近期异常高胜率模式即为佐证。)

AI large models are advanced generative AI systems built on decades of AI evolution, offering powerful capabilities and key implementation challenges. (AI大模型是建立在数十年AI演进基础上的先进生成式AI系统，提供强大能力并带来关键实施挑战。)

AI大模型是参数规模巨大的深度学习系统，通过海量数据训练获得通用智能能力，正在重塑技术范式并催生边缘计算、自主智能体等创新应用。

AI大模型是基于Transformer架构的海量参数深度学习系统，通过预训练实现通用语言能力，正在改变企业应用和技术生态，面临计算成本、数据偏见等挑战。