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Privacy-Preserving Active Learning for smart agriculture microgrid orchestration with ethical auditability baked in

Abstract:  Privacy-Preserving Active Learning for smart agriculture microgrid orchestration with ethical auditability baked in It started with a question that kept me awake at 3 AM: How do we train AI to optimize energy flows across a farm’s microgrid without exposing the farmer’s irrigation patterns, crop yields, or livestock data to a central server? I’d been experimenting with federated learning for months—building toy model...
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MapleStory Worlds Announces Global Creator Challenge

Abstract:  MapleStory Worlds announced their Global Creator Challenge, which is open for both aspiring and established game developers to design, build, and launch their own World utilizing the MapleStory Worlds platform and each winning team can receive up to $65,000 in total rewards. Creators are encouraged to utilize MapleStory's vast library of assets to expand upon the game's core design and create their own unique Worlds....
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Spotlight on WG Device Management

Abstract:  The rising popularity of AI, Edge, and Telecommunications workloads on Kubernetes has led to new requirements for hardware management. We now need hardware specification beyond CPU time and memory allocations. This includes allocating GPUs, TPUs, network interfaces, and other hardware, sometimes after pod start and occasionally through time-sharing. Efficiently managing this specialized hardware is the mission of the...
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Signal python编程

Django 6.1 beta 1 released

Abstract:  Django 6.1 beta 1 is now available. It represents the second stage in the 6.1 release cycle and is an opportunity to try out the changes coming in Django 6.1. Django 6.1 offers a harmonious mélange of new features and usability improvements, which you can read about in the in-development 6.1 release notes . Only bugs in new features and regressions from earlier Django versions will be fixed between now and the 6.1 fi...
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Signal AI

Anthropic 发布 Claude Tag,让 AI 以团队成员身份加入 Slack

Abstract:  Anthropic 正式发布了 Claude Tag,一个让 Claude 以团队成员身份加入 Slack 频道的新产品。这不是一个简单的聊天机器人集成,而是一个从根本上改变了人与 AI 协作模式的系统:在频道里 @Claude,它就会像一个真正的同事那样,理解上下文、规划任务、异步执行,并在完成后主动汇报。Anthropic 还透露了一个让外界重新审视...
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Signal AI

别让 AI 碰生产环境!Reddit 火爆血泪贴,痛诉 AI 如何一刀切断数据库生命线

Abstract:  AI 提效有多爽,炸库就有多痛。 作者丨高允毅 编辑丨马晓宁 “别再盲信AI了!你以为是资深专家,其实是炸库高手!” 6月22日,全球极客聚集的 Reddit的 LocalLLaMA 板块,一位资深数据工程师发了一篇血泪帖《A Cautionary Note on Local LLMs, Especially in Agentic Contexts》(关于本地大语言模型的警示,尤其是在 Agent 智能体场景中),控诉 AI 的“伪装”已经进化到了人类肉眼难以察觉的危险地步。 01 完美的伪装与静默的雪崩 发帖人 vbwyrde 日常工作是和数据库打交道。事发当天,他正试图用本地 Qwen3 27B 模型去执行一项容错率为零的生产环境高危操作:修复一个牵扯多张表外键依赖、事务完整性以及复杂幂等补丁的核心数据库。 这类工作只有一条铁律:每一步执行的顺序和边界必须绝对可控,没有任何模糊空间。 为了万无一失,他给出了极其详尽的 Pro...
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Signal AI

百度智能云发布百度千帆Token Plan企业版,提供GLM-5.2等模型

Abstract:  6月24日消息,百度智能云正式发布企业级AI生产力订阅服务——百度千帆Token Plan企业版,面向企业提供统一采购、统一管理、统一运营的AI资源服务,帮助企业以固定预算、统一管理的方式高效使用AI能力,加速AI在组织内部的规模化落地。  据介绍,百度千帆已率先完成智谱GLM-5.2适配并接入Token Plan企业版服务体系,企业用户和开发者无需复杂部署与调优,即可在长程任务处理、复杂推理、Coding等场景中便捷调用该模型。  随着大模型能力持续演进,AI正从少数技术团队使用的创新工具逐步演变为企业级生产力基础设施。然而,在规模化应用过程中企业也面临新的挑战:员工分散采购AI工具、模型资源难以统一管理、使用成本难以预测、组织级运营能力不足等问题逐渐显现。企业在AI资源统一管理、使用效率提升和预算可控方面,存在相应的服务需求。  针对这一需求,百度智能云推出百度千帆Token Plan企业版,通过创新的“席位制+企业共...
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