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Towards Spring Tools 5 - Constructs and the New Structured View

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Towards Spring Tools 5 - Constructs and the New Structured View

# Spring Tools: Bringing Logical Structure and Stereotypes to the Forefront When working on **Spring projects**, developers typically think about **high-level concepts** — such as **services**, **repositories**, **configuration classes**, **entities**, and **aggregate roots** — rather than just low-level constructs like classes and interfaces. **Spring Tools** enhances this focus by analyzing your source code

Has Creativity Died? Top Conference Masterpiece: 70+ Mainstream Models Show Collective Unconscious Homogenization! AI Has Entered the Swarm Era! Chinese-Led Team Builds First Open LLM Diversity Dataset

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Has Creativity Died? Top Conference Masterpiece: 70+ Mainstream Models Show Collective Unconscious Homogenization! AI Has Entered the Swarm Era! Chinese-Led Team Builds First Open LLM Diversity Dataset

NeurIPS 2025 Best Paper Awards Announced The AI flagship conference NeurIPS 2025 has revealed its Best Paper recipients — four exceptional works recognized for their rigor, insight, and impact on advancing AI research in both societal and industrial domains. --- Personal Highlight Among the winners, my standout favorite is Liwei Jiang’

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抛弃“级联”架构!快手 OneRec 用大模型重构推荐系统,服务成本降至 1/10

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Translate the following blog post title into English, concise and natural. Return plain text only without quotes. 抛弃“级联”架构!快手 OneRec 用大模型重构推荐系统,服务成本降至 1/10

作者 | 周国睿 编辑|李忠良、蔡芳芳 策划|AICon 全球人工智能开发与应用大会 传统级联式推荐将召回、粗排、精排与重排割裂,反馈难以闭环,模块间不一致持续累积,令算力利用效率(MFU:总消耗算力 /OPEX 可购最大算力)长期偏低,成为技术与业务演进的共同瓶颈。快手以生成式端到端架构 OneRec 重构推荐链路,在核心场景实现“更大模型、却更低成本”的跃迁:服务成本降至原系统的 1/10,并重新定义推荐系统的智能边界与效率标尺。快手科技副总裁、基础大模型及推荐模型负责人周国睿在 AICon 全球人工智能开发与应用大会上,系统解析了推荐系统的范式革新、 OneRecV2的scaling定制优化,以及OneRec-Think的“生成—理解”统一进展,为 AI 原生时代的推荐提供可复制的方法论。 以下是演讲实录(经 InfoQ 进行不改变原意的编辑整理)。 传统推荐架构的规模化瓶颈与范式局限 传统推荐架构正成为技术与业务演进的瓶颈。

In Math, Chinese Models Never Lose: DeepSeek Dominates Overnight, Math V2 Ends the 'Strongest Math Model' Debate

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In Math, Chinese Models Never Lose: DeepSeek Dominates Overnight, Math V2 Ends the 'Strongest Math Model' Debate

DeepSeek-Math V2: Self-Verifiable Mathematical Reasoning Breakthrough On November 27, without prior announcement, DeepSeek open-sourced its new mathematical reasoning model DeepSeek‑Math V2 (685B parameters) on Hugging Face and GitHub. > Key milestone: First openly available math model to achieve International Mathematical Olympiad (IMO) gold medal level. --- Background & Progress

Video Understanding Leaderboard Dominator: Kuaishou Keye-VL Flagship Model Open-Sourced, Leading Multimodal Video Perception

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Video Understanding Leaderboard Dominator: Kuaishou Keye-VL Flagship Model Open-Sourced, Leading Multimodal Video Perception

# 🚀 Keye-VL-671B-A37B Official Release **Kwai's next-generation flagship multimodal LLM** — **Keye-VL-671B-A37B** — marks a significant leap in **visual perception**, **cross-modal alignment**, and **complex reasoning chains**, while retaining the robust general capabilities of its base model. It **sees better**, **thinks deeper**, and **answers more accurately**, ensuring **precise, reliable responses** across everyday and