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教程 / 实战普通
We gave an AI agent one ₹1,85,000 UPI payment. It walked the graph and found the mule ring.
Sherlock Pay (repo name: UPI Fraud Ring Detective) is our Graph Hacks project: an AI agent that takes...
信息来源:DEV Community
教程 / 实战普通
Reality Compiler: Gemma 3 Turns a Room Photo into Data You Can Check, Including What It Can't See
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle ...
信息来源:DEV Community
观点 / 方法普通
Fable 5.1 将博尔赫斯短篇做成 3D
Fable 5.1:“把博尔赫斯的短篇小说实现出来。比如用 3D 实现。去做吧,让它们有创意、漂亮,帮我们理解故事的重点。自己想办法。” 我不得不告诉它,引用博尔赫斯是可以的。有些不错的东西。来玩玩:https://borges-in-3d.netlify.app/
信息来源:X:Ethan Mollick (@emollick)
教程 / 实战普通
Claude Code Parallel Subagent Patterns: Fan-Out, Fan-In, and Synchronization Strategies That Actually Work
Production-tested patterns for dispatching, coordinating, and merging multiple Claude Code subagents without race conditions, context pollution, or merge overhead.
信息来源:DEV Community · Claude
教程 / 实战普通
Ideator: an agent that tells you what to build, not just what exists
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle. ...
信息来源:DEV Community
教程 / 实战普通
10 git config Settings to Set Before Running Coding Agents in Parallel Worktrees
Ten git settings for coding agents in parallel worktrees: per-worktree config, zdiff3, rerere, autoSetupRemote, prune, and what breaks without each.
信息来源:DEV Community
行业动态普通
Anthropic 初级技术员工占比从 21% 降至 14%,公司规模同期增至三倍
Anthropic 初级技术员工占比自 2025 年初以来从 21% 降至 14%,初级技术招聘比例从 27% 降至 9%,同期公司规模增至三倍。约三分之一的 ML 经理和五分之一的 SWE 经理表示 AI 使其减少招聘,同时其 agent 记录的工时达到人类的 6 倍,2025 年 12 月以来初级岗位发布明显减少。
信息来源:X:Rohan Paul (@rohanpaul_ai) · Claude
观点 / 方法普通
NVIDIA Structured Data Models 实测:零训练表格预测与多个默认行为陷阱
作者用可运行代码实测 NVIDIA Structured Data Models 库,将 TabICLv2、KumoTabular 和 KumoRelational 等预训练模型通过同一 PyTorch 接口做零训练表格预测。
信息来源:MarkTechPost(RSS) · NVIDIA
教程 / 实战普通
OpenPilot vs Cursor, Cline and Continue: an honest comparison (from the person who built OpenPilot)
I'm the solo dev behind OpenPilot, an open-source desktop agent that runs on whatever model you give...
信息来源:DEV Community · Cursor
论文研究普通
FT:Anthropic 借鉴律师谈判伦理,为 Claude 智能体谈判制定规范
据 FT 报道,Anthropic 希望把律师的谈判伦理规范植入将与其他智能体讨价还价、解决纠纷和协商薪酬的 Claude 智能体。
信息来源:X:Rohan Paul (@rohanpaul_ai) · Claude
教程 / 实战普通
Copilot remembered the bookings. Why couldn't it resume the workflow?
It started with a simple piece of curiosity: when I ask GitHub Copilot to create a dynamic workflow,...
信息来源:DEV Community
行业动态普通
AWS CFO 约翰·费尔顿称 AI 基建繁荣可持续,AI 服务器投资回报周期不到三年
据 Axios 报道,AWS 首席财务官约翰·费尔顿表示 AI 基础设施与服务支出的繁荣是可持续的,AI 服务器的投资回报周期不到三年。截至第二季度公司拥有近 5,000 亿美元在手订单储备,第二季度 AWS 营收 422 亿美元同比增长 36.7%,AI 业务年化营收运行率突破 250 亿美元且同比增速达三位数百分比。
信息来源:IT之家·人工智能
论文研究普通
模型研究训练将先于基础设施工程自动化
我真的认为,模型研究和训练会比基础设施工程更早实现自动化。 AI 已经打破了保持 56 年之久的矩阵乘法纪录,还产出了一篇通过研讨会同行评审的 ML 论文。 与此同时,我们仍然会被叫去处理告警,维持基础设施运转。
信息来源:X:Larsen Cundric(自述加入 SpaceXSI,Grok Bot) (@larsencc) · Grok
教程 / 实战普通
ListingForge: a local Gemma tool that drafts shop listings from product photos
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle ...
信息来源:DEV Community
观点 / 方法普通
马斯克谈SI推动美国GDP增长
当前美国GDP在30万亿美元出头 若按“到2030年因超级智能(SI)实现>50%增长”来算,到2030年将达到45万亿美元
信息来源:X:Rohan Paul (@rohanpaul_ai)
论文研究普通
Meta 论文提出 Agent Plasticity 衡量智能体从经验中学习的效率差异
Meta 等机构的论文提出 agent plasticity 概念,衡量 Agent 将经验转化为未来收益的效率。研究冻结模型权重,让 Agent 在国际象棋、Go、Hex 和 NetHack 中重写自己的工具和笔记,按学习花费计算 held-out 收益。
信息来源:X:Rohan Paul (@rohanpaul_ai)
教程 / 实战普通
Dare2Solve Studio: fresh math puzzles a tutor can trust, written by a model on their own laptop
This is a submission for the Hacktoberfest Open-Source AI Challenge: Week 2 — Side Hustle ...
信息来源:DEV Community
教程 / 实战普通
Three doctors, eight pills, one graph: what my agent found that nobody was looking for
Meet Lakshmi. She is 72, and she doesn't exist. I built her for this project as a synthetic patient,...
信息来源:DEV Community
教程 / 实战普通
One Rust Unicode Bug, Three Coding Models: A Reproducible Comparison
Coding-model leaderboards reveal little about how a model handles a real bug. A Rust function can...
信息来源:DEV Community
教程 / 实战普通
LLMs on Consumer Hardware — Part 6: The Orchestration Ceiling — Why a Bigger Coordinator Doesn't Fix the Loop
The sixth entry in a build-log series on local LLMs. With the large coordinator finally running, the question was whether a bigger model fixes orchestration. It does not — the ceiling is a property of the agentic loop, not of model size — …
信息来源:DEV Community
教程 / 实战普通
Our validator checked files, not frames — the first external user taught us the difference
auto-xhs is an open-source system that lets an AI agent (Muse, Dots, or Grok Bot) run a Xiaohongshu...
信息来源:DEV Community · Grok
教程 / 实战普通
An Agent That Remembers: Short-Term and Long-Term Memory on AgentCore
AgentCore Memory tutorial: one memory resource, a preference recalled a session later, two actors kept apart, and an episodic record...
信息来源:DEV Community
教程 / 实战普通
Fridge2Fork ~ Before it Goes in the Bin
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle ...
信息来源:DEV Community
教程 / 实战普通
Localscout: an open-weight agent that audits a local business's website before it pitches them
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle ...
信息来源:DEV Community
教程 / 实战普通
FollowUp Local: a Gemma model on your laptop that tells you why the customer went quiet
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle ...
信息来源:DEV Community
观点 / 方法普通
Anthropic 联合创始人 Jack Clark:到 2030 年 AI 有望推动美国 GDP 增长近 50%
Anthropic 联合创始人 Jack Clark 在 IMF 与世界银行年会上表示,公司内部模型预测在技术持续进步的前提下,到 2030 年 AI 可使美国经济产出提升近 50%,从当前略高于 30 万亿美元增至 44 万亿美元。
信息来源:IT之家·人工智能 · Claude
教程 / 实战普通
A Company Brain that cites its sources or refuses: DecisionGraph on FalkorDB
Built for Graph Hacks 2026 (WeMakeDevs × FalkorDB), Company Brain track. Repo:...
信息来源:DEV Community
观点 / 方法普通
果蝇大脑接入Odyssey-3世界模型
既有趣,又让人本能地感到不安。
信息来源:X:Ethan Mollick (@emollick)
产品发布 / 更新普通
Voxel51 3.0 发布:面向 Physical AI 的统一多模态数据平台
Voxel51 发布 3.0 版本,将搜索、筛选、标注与评估整合为一个端到端多模态数据平台,面向机器人、车辆和工厂传感器数据的训练团队。新增 Voxel51 Agent(45+ MCP 工具、80+ 操作符、18 个开源技能)、四层数据溯源和 Agentic Labeling,支持 MCAP、3D 点云、DICOM、音频等模态,检索基于 LanceDB。
信息来源:MarkTechPost(RSS)
教程 / 实战普通
Zero-Backend AI: Running Local Embeddings, BM25, and Hybrid RRF Search 100% in the Browser
Why pay monthly cloud bills for hosted vector databases when modern browsers can run quantized embeddings, an in-memory BM25 index, and reciprocal rank fusion locally? Here is the architecture, code, and trade-offs.
信息来源:DEV Community
论文研究普通
MIT 团队构建多模态 AI 模型,让模型“看懂”材料的三维晶体结构
MIT 研究人员构建了一个多模态 AI 模型,将晶体的 3D 原子结构与自然语言描述结合,生成涵盖化学成分、结构、性质、加工与应用的统一描述。在发表于 Nature Communications 的论文中,该系统在筛选固态锂离子电池电解质材料时给出的高分结果包含已被独立认定为有前景的候选材料,表现优于仅用文本训练的模型。
信息来源:MIT News(RSS)
教程 / 实战普通
Self-Hosting Open-Weight LLMs in the EU: A GDPR Checklist
Run open-weight LLMs on EU servers and remove the hardest GDPR questions. A working Docker + Ollama setup plus a 10-point compliance checklist for developers.
信息来源:DEV Community · Ollama
教程 / 实战普通
"VaultLedger: an offline invoice and bank statement auditor built on Ollama"
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle ...
信息来源:DEV Community · Ollama
教程 / 实战普通
TrustIntern: I built a scam detective for internship offers in 5.5 hours, and my agents kept receipts
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle ...
信息来源:DEV Community
产品发布 / 更新普通
Azeem Azhar 谈多元智能体世界与 AI 原生企业的工作未来
Azeem Azhar 在 Exponential View 中借 Kevin 的 Swarm Intelligence 文章讨论 AI 未来形态,认为由大量专用智能体组成的"AI 超有机体"比单一全能 AI 更可能,并重提其两年前的 monocognitism 与 syncognitism 之辨。
信息来源:Azeem Azhar:Exponential View(RSS)
教程 / 实战普通
Buylist Scanner: open models that price a Pokémon collection at the shop counter, without a single photo leaving the store
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle ...
信息来源:DEV Community
教程 / 实战普通
Polling Long-Running AI Jobs on Mobile Web: Retries, Backoff, and the visibilitychange Trick
Most AI features I've shipped have the same shape: the user uploads something, the server kicks off a...
信息来源:DEV Community
产品发布 / 更新普通
WorkBuddy 国际版限免 DeepSeek-V4.1-Flash-1017
WorkBuddy 宣布: DeepSeek-V4.1-Flash-1017 在 10.31 前限时免费 不过,是「国际版」! 国内版还没有限免活动。
信息来源:X:邵猛 (@shao__meng) · DeepSeek
产品发布 / 更新普通
TypeSafe AI 调侃智能体表现反差
为那些以为爱因斯坦在跑自己智能体、结果回来发现是憨豆先生的人,默哀一杯。
信息来源:X:TypeSafe AI (@typesafeai)
教程 / 实战普通
Your First Agent as a Service: Deploying a Support Agent on AgentCore
Bedrock AgentCore tutorial: deploy a support agent on AgentCore Runtime in us-east-1, invoke it, read the execute_tool span in X-Ray,...
信息来源:DEV Community