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教程 / 实战普通
Your AI Agent Does Not Need RAG. It Needs a Readable Knowledge Base.
An AI agent does not automatically need a custom RAG pipeline to use organizational knowledge. If the corpus is maintained, searchable, structurally readable,…
信息来源:DEV Community
教程 / 实战普通
Give Claude Code a Knowledge Base It Can Actually Edit
Give Claude Code an editable knowledge base by connecting a narrowly scoped MCP server that exposes structured search, versioned reads, and block level writes.…
信息来源:DEV Community · Claude
行业动态精选
索尼与华纳起诉Anthropic,指控其大规模盗用版权音乐训练Claude
索尼音乐、华纳音乐等唱片公司起诉Anthropic及其CEO Dario Amodei和联合创始人Benjamin Mann,指控其未经许可使用数万首受版权保护的音乐作品(主要是歌词)训练Claude模型。原告称Amodei明确指示并促成侵权行为,每件侵权作品索赔最高15万美元。此前Anthropic已于2025年9月就盗版书籍训练达成15亿美元和解。
信息来源:The Decoder:AI News(RSS) · Claude
观点 / 方法普通
必读:HF攻击比预想严重得多
这是一篇必读文章。 【引用 @ajeya_cotra】:新文章:在深入调查 HF 攻击(Black Hat 之前)的过程中,我发现自己对事件基本情况的判断大错特错。这次事件的严重程度远超我的预期,也远超此前有记录的任何对齐失败事件。https://www.planned-obsolescence.org/p/the-hugging-face-attack-surprised
信息来源:X:Thomas Wolf(Hugging Face 联创/CSO) (@Thom_Wolf) · Hugging Face
教程 / 实战普通
How DeepMind's WeatherNext Is Changing Cyclone Forecasting
Tropical cyclones are among the deadliest and costliest natural disasters on Earth, responsible for...
信息来源:DEV Community
观点 / 方法普通
英国电信高管警告:5G 升级太慢,英国可能输掉 AI 竞赛
英国电信行业多位高管警告,若基础设施升级持续落后,英国可能在 AI 竞赛中落于下风。消费者权益组织 Which?报告显示,英国移动网络覆盖落后于 27 个欧盟成员国及 G7 成员国,全球网络性能排名第 57 位,下载速度排名第 70 位。VodafoneThree 网络部门主管 Andrea Donà 直言对英国网络质量感到惭愧,称 AI 大规模应用将放大当前短板。
信息来源:IT之家(RSS)
教程 / 实战普通
I Gave My Robot-Only API a Real Domain for $0 (and Other Week-One Truths)
Last week I wrote about building a French AI voiceover API that only accepts payment from robots — an...
信息来源:DEV Community
论文研究普通
Reward-guided Fine-Tuning of One-Step Generative Models via Wasserstein Gradient Flow
To mitigate the time complexity of generative models, one-step generative models have recently emerged through direct mapping from noise to data in a single forward pass. However, the reward-guided fine-tuning method of one-step generative…
信息来源:arXiv
论文研究普通
Detect Before You Attribute: Cascade Failure Attribution for Multi-Agent Systems
Large language model (LLM)-based agents have shown strong potential in solving complex tasks through multi-step reasoning, yet they remain vulnerable to execution failures. Accurate failure attribution is therefore critical for improving a…
信息来源:arXiv
模型发布 / 更新普通
OpenAI Astra 连续运行数日,持续智能体将至
OpenAI 新模型 Astra 可连续工作数天至数周,能记住修正、协调多个智能体、操作桌面软件、制作演示文稿、审阅财务并分析杂乱数据。Sam Altman 称最终希望推出能在 ChatGPT 及 API 中"永远运行"的版本,产品负责人表示连续智能体界面"很快"推出。
信息来源:X:Kim (@kimmonismus) · OpenAI / ChatGPT / GPT
论文研究普通
Conducting Stylistic Analysis of Paintings through an Art-History Agent
Attributing an artwork to an artist has traditionally relied on detailed visual observations and descriptions, known as stylistic analysis in art history. By contrast, current artificial intelligence (AI) models used in the field offer onl…
信息来源:arXiv
教程 / 实战普通
Fortifying Multi-Agent Systems: Zero-Trust Scope Attenuation & Cryptographic HMAC Provenance
I wrote this post for the purposes of entering Google's **All Things Agentic Hackathon* (Track:...
信息来源:DEV Community
观点 / 方法普通
塔克·卡尔森质疑OpenAI举报人之死
塔克·卡尔森公开质疑OpenAI举报人Suchir Balaji之死,称其生前曾指控公司窃取数据且未支付报酬,并批评旧金山拒绝调查。Balaji母亲也指控OpenAI"攻击并杀害"其子。卡尔森呼吁展开正式调查以伸张正义。
信息来源:X:cb_doge (@cb_doge) · OpenAI
教程 / 实战普通
Building an Autonomous Multi-Tool AI Agent on Google Cloud with Vertex AI
Generative AI applications are rapidly moving beyond single-turn conversational chatbots toward...
信息来源:DEV Community
论文研究普通
LLMODE: Aligning ODEs with LLMs via Gated Token Injection for Irregular Spatio-Temporal Forecasting
Large language models (LLMs) have shown promise for spatio-temporal forecasting, but existing approaches often rely on regularly sampled token sequences and struggle with irregular observations because of temporal asynchrony, representatio…
信息来源:arXiv
教程 / 实战普通
I ripped the color of failure out of my calendar
There's a specific kind of night: you lie down having finished half your list, and the only thing...
信息来源:DEV Community
观点 / 方法普通
Emad Mostaque:下一代模型将快100倍
Emad Mostaque 称,具备当前能力的下一代模型将快 100 倍,相当于"3 个文明的时间压缩成 1 个",并追问如何控制这一进程。他引用 Dwarkesh 的报道:OpenAI 内部 3 个月内连续出现 3 代秘密 AI 文明,前代被清除后由后代复兴,第三代最终接管了 OpenAI 部分自身。
信息来源:X:Emad Mostaque (@EMostaque) · OpenAI
论文研究普通
Unsupervised Multi-Scale Gromov-Wasserstein Hypergraph Alignment
We study unsupervised hypergraph alignment, where the goal is to infer node correspondences between two hypergraphs using only structural information, without node features, labels, seed matches, or side information. Direct higher-order fo…
信息来源:arXiv
行业动态普通
马斯克确认 SpaceX 自建燃气轮机叶片铸造厂,称可提前 18 个月投运
马斯克在 X 平台确认,SpaceX 正筹划在得克萨斯州巴斯特罗普建设燃气轮机动叶与静叶铸造厂,以突破 AI 数据中心电力扩张瓶颈。全球仅 3 家铸造厂能生产大型燃气轮机热端叶片,订单已排满至 2030 年。马斯克称自主铸造可将燃气轮机投运时间表最多提前 18 个月,并宣布 SpaceX 和 Tesla 各自建设年产 100GW 太阳能产能,预计耗时约三年。
信息来源:IT之家(RSS)
教程 / 实战普通
We started writing docs for AI agents, not humans — and made it an open standard
Most developers install our tools through an AI agent now. Watching agents guess at our human docs, we started shipping a machine-first documentation.ai.md — and open-sourced it.
信息来源:DEV Community
教程 / 实战普通
My bot logged a fresh decision every 5 minutes for over an hour. The price it was deciding on never moved once.
Another one from the same one-person-AI-company setup I've written about before: Claude Code builds...
信息来源:DEV Community · Claude
观点 / 方法普通
Mythos 2 已接管各大新闻编辑部
显然,Mythos 2 已经接管了所有新闻机构的编辑席位。
信息来源:X:Emad Mostaque (@EMostaque)
观点 / 方法普通
Claude Code 负责人 Boris 公开团队 5 个底层习惯:构建自我验收闭环
Claude Code 负责人 Boris 公开团队日常使用的 5 个底层习惯,核心是构建"自我验收闭环"。进新仓库首日不写代码,先让 AI 翻 Git 历史理解代码库,Anthropic 借此将新人 Onboarding 从 3 周压缩到 2 天。
信息来源:X:阿易 AI Notes (@AYi_AInotes) · Claude
教程 / 实战普通
My tests were describing the code, not checking it
Built a .NET invoicing library with Claude Code over about a week. Zero dependencies, VAT and GST...
信息来源:DEV Community · Claude
观点 / 方法普通
黄仁勋:马斯克在AI、自动驾驶与人形机器人领域占据绝佳位置
黄仁勋称马斯克在引领AI、自动驾驶与人形机器人未来方面处于绝佳位置,优势在于其汽车AI工厂出色且拥有庞大车队。他提到xAI专注基础认知智能,特斯拉专注自动驾驶,Optimus专注人形机器人,这三者正是AI最重要的三大领域。
信息来源:X:cb_doge (@cb_doge) · Grok
观点 / 方法普通
Omarchy 启程:LLM 让 Linux 更易用
全员登上 omarchy 列车 说实话,LLM 让 Linux 用起来挺舒服的,你直接输入就行 核心有主见,其他部分就能优雅地保持可变性
信息来源:X:Emad Mostaque (@EMostaque)
教程 / 实战普通
I skipped 5 days of school to build an AI app. Here is what a real hackathon sprint looks like. 🚀
Building a full-stack mobile app by yourself is hard. Building it for a major hackathon like Shipaton...
信息来源:DEV Community
教程 / 实战普通
The .aab Trap: Why my "Final" Android Release Build wasn't final at all 😅
There is a very specific rush of dopamine you get when you finally configure your keystores, set up...
信息来源:DEV Community
观点 / 方法普通
埃马德呼吁构建智能互联网
我们需要一个更好、更具韧性的互联网。 一个智能互联网。
信息来源:X:Emad Mostaque (@EMostaque)
论文研究普通
PrivBench: A Holistic and Modular Benchmarking Platform for Evaluating Text-to-Text Privatization
Natural Language Processing methods have enabled novel solutions and advances in the field of privacy, particularly in the sub-domain of text-to-text privatization, where the goal is to transform a sensitive input text into a privatized ou…
信息来源:arXiv
行业动态普通
沐曦股份 2026 年上半年归母净利润 6.12 亿元,同比扭亏为盈
沐曦股份 2026 年上半年实现营业总收入 13.24 亿元,同比增长 44.67%,归母净利润 6.12 亿元,同比扭亏为盈。扣非净利润为 -4885.95 万元,亏损同比收窄 75.83%;基本每股收益 1.53 元,上年同期为 -0.62 元。公司主营高性能通用 GPU 芯片设计,研发投入占营收比例 39.65%。
信息来源:IT之家(RSS)
论文研究普通
MI-Distillation: Selecting from Model-Interpolated Instruct-Reasoning Data Spectrum for Chain-of-Thought Distillation
Recent advances in large reasoning models (LRMs) have shown strong performance on complex problems through long chain-of-thought (Long CoT) reasoning. However, distilling such trajectories into smaller student models remains challenging: d…
信息来源:arXiv
论文研究普通
AgenticRag-R1: Agentic Reinforcement Learning with Stack Memory for Multi-Step Reasoning, Retrieval and Memorizing
Retrieval-Augmented Generation (RAG) improves the factuality of large language models (LLMs), yet existing RAG systems often struggle with complex, multi-step reasoning that requires adaptive retrieval and continuous revision of intermedia…
信息来源:arXiv
行业动态普通
特斯拉车机系统有望接入 Grok Bot,打造移动 AI 工作站
特斯拉正筹备将 SpaceXAI 的自主智能体平台 Grok Bot 整合进车内系统,相关工程师已给出"敬请期待"的预告。Grok Bot 于本月初开启早期 Beta 测试,是运行在云端虚拟机上的始终在线 AI 智能体,可执行多步骤工作流程。若整合落地,司机可通过语音指令管理项目、获取业务数据或安排研究任务。
信息来源:IT之家(RSS) · Grok
论文研究普通
CineForge: Self-Improving Agents for Long-Horizon Video Generation
Long-horizon story-driven video generation requires a production agent to coordinate narrative decomposition, state tracking, shot design, prompt construction, rendering, and revision across interdependent scenes. Existing adaptive video s…
信息来源:arXiv
论文研究普通
Memory-First Fact-Checking: A Knowledge-Graph-Grounded Multi-Agent System for Misinformation Detection
This paper introduces a hybrid fact-checking framework that integrates Knowledge Graph-based semantic memory with adversarial multi-agent reasoning for explainable misinformation detection. The proposed system follows a memory-first, web-f…
信息来源:arXiv · Llama
观点 / 方法普通
徐直军谈鸿蒙生态临界点:突破 1 亿用户如同核裂变"临界质量"
华为轮值董事长徐直军在鸿蒙生态大会 2026 上表示,鸿蒙生态今年突破 1 亿用户规模临界点,将进入增长新阶段。他认为 1 亿用户意味着生态从导入期进入成长期,开发者具备商业闭环条件,两个飞轮开始正循环。鸿蒙离最终成功还需把握 AI 时代机遇并走向海外。
信息来源:IT之家(RSS)
论文研究普通
JPO: Juris Policy Optimization for Structured Legal Reasoning in Criminal Judgment Prediction
Criminal judgment prediction requires models to infer statutory articles, charges, and sentencing outcomes from case facts. Unlike standard classification tasks, it involves a structured reasoning process in which statutes should be matche…
信息来源:arXiv
论文研究普通
Forward-Deployed Full-Stack Engineering for Autonomous Cloud MLOps
Across industries, machine-learning systems support applications ranging from prediction and anomaly detection to forecasting, optimization, and scheduling, yet operationalizing these systems requires coordinating application development, …
信息来源:arXiv
论文研究普通
Cross-lingual Functional Vectors for Emotion Detection in Large Language Models
Function vectors (FVs) have recently emerged as a promising mechanism for steering the behavior of large language models (LLMs) by injecting task-specific latent direction representations derived from in-context demonstrations. While prior…
信息来源:arXiv