AI 教程与实战
收录 AI 工具教程、提示词、安装部署、配置指南、开发实战与可复现步骤。
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教程 / 实战普通
"Forces Receipts" Is a Compliment I Haven't Earned Yet
Someone replied to a post today calling StareBrain something that "forces receipts." I liked the...
信息来源:DEV Community
教程 / 实战普通
I Built an AI-Native Local Crawler to Audit My Clients' Websites
Let's be honest. Our AI coding agents can inspect our code, understand the project structure, and...
信息来源:DEV Community
教程 / 实战普通
AI pair-programming became useful when every idea met a benchmark
The most confident optimization suggestions were not always the useful ones. An 8 by 8 register...
信息来源:DEV Community
教程 / 实战普通
Your Company Is Adding AI Faster Than It Can Change How Work Gets Done
What a Fractional Integrator does when AI creates more tools but not better execution. AI adoption...
信息来源:DEV Community
教程 / 实战普通
I got tired of babysitting coding agents
I love coding agents. I also got tired of being their night-shift project manager. The loop looks...
信息来源:DEV Community
教程 / 实战普通
GRPO doesn't remove the reward model. It removes the critic.
Every time GRPO comes up I see the same slip — someone says it "gets rid of the reward model". It...
信息来源:DEV Community
教程 / 实战普通
I Survived AWS SAA-C03 — Here’s What Actually Helped Me Pass
A few months ago, I passed the AWS Certified AI Practitioner exam. Naturally, I thought: “Okay…...
信息来源:DEV Community
教程 / 实战普通
How to build a RAG system from scratch in Python (chunk embed retrieve cite)( https://ai.studybydoing.in)
Most "RAG tutorials" hand you a framework and a .from_documents() one-liner, and you never actually...
信息来源:DEV Community
教程 / 实战普通
Harness Engineering: o dev que não conhece vai ficar pra trás?
Meu PM colou uma query no ChatGPT pra entender um bug de produção. O modelo respondeu com uma tabela...
信息来源:DEV Community · ChatGPT
教程 / 实战普通
Why Switching AI Feels Like Restarting the Project
You change the AI. Or you open a fresh session. The files are still there. The repository is...
信息来源:DEV Community
教程 / 实战普通
A style rule with no exit code: 68 days unenforced, then 11 violations in a 3-line draft
We wrote a writing rule for our agent in July. It read well, it was correct, and for sixty-eight...
信息来源:DEV Community
教程 / 实战普通
llama.cpp vs Ollama: Which Should You Run in 2026?
llama.cpp vs Ollama: Ollama wraps llama.cpp for convenience, raw llama.cpp wins on speed and control. Benchmarks, GPU offload flags, and when each wins.
信息来源:DEV Community · Llama / Ollama
教程 / 实战普通
Best Local LLM for Coding: 8GB to 24GB VRAM Picks
The best local LLM for coding by VRAM bracket: Qwen3 Coder vs DeepSeek at 8, 12, 16 and 24 GB, the right quant per card, plus a runnable Ollama setup.
信息来源:DEV Community · DeepSeek / Qwen / Ollama
教程 / 实战普通
The Bottleneck Moved From Writing Code to Proving It
The bottleneck moved, and most teams haven't noticed. It isn't writing anymore. It's proving. I...
信息来源:DEV Community
教程 / 实战普通
Productionizing Agentic GenAI on AWS: What Actually Breaks When You Scale MCP
Every MCP demo looks the same. Someone spins up a local server, points a client at it, watches a tool...
信息来源:DEV Community
教程 / 实战普通
用 Jev 构建 Harness:TypeSafe AI 的 System One 模型如何接入 LangChain
TypeSafe AI 的 System One 模型 Jev 主打快速、结构化的决策,可嵌入 AI 智能体的 agent loop 中。LangChain 发布教程,介绍 Jev 的定位以及如何将其与 LangChain 配合使用。
信息来源:LangChain:Blog(RSS)
教程 / 实战普通
Lucid 与 Bolt 合作在欧洲部署至少 2.5 万辆 Robotaxi
Lucid 与欧洲共享出行平台 Bolt 建立战略合作,计划在欧洲多国多城市部署至少 2.5 万辆 Robotaxi。该车基于 Lucid 即将推出的中型车平台,采用 NVIDIA Hyperion 开发平台和参考体系架构,符合 SAE L4 级自动驾驶标准。Bolt 将协助定义车辆需求及软件、安全与乘客体验参数,并负责构建车队基础设施与城市合作,计划拥有并运营该车队。
信息来源:IT之家(RSS) · NVIDIA
教程 / 实战普通
What Web Bot Auth deliberately leaves out
Your API doesn't need to know who's calling. It needs to know if a human is behind the call. The...
信息来源:DEV Community
教程 / 实战普通
Deploying the 600GB Inkling-NVFP4 Model on Spot A3: A GKE and vLLM Deep Dive
Ok, so, maybe you're a software developer or data scientist who just heard about the new, massive...
信息来源:DEV Community
教程 / 实战普通
What self-hosting AI code review actually costs
The "best self-hosted AI code review tool" question gets searched constantly, and almost everything...
信息来源:DEV Community
教程 / 实战普通
Build an Agent UI That Explains Its State with Angular Signals
Most chat interfaces have three states: empty, loading, and finished. Agent workflows have many...
信息来源:DEV Community
教程 / 实战普通
I gave my Actor a GitHub MCP connector. It could see 44 tools and use 4.
I gave my Actor a GitHub MCP connector. It could see 44 tools and use 4. I publish 22...
信息来源:DEV Community
教程 / 实战普通
I connected my audit Actor to Claude, and it audited three packages nobody asked for
I connected my audit Actor to Claude, and it audited three packages nobody asked for I...
信息来源:DEV Community · Claude
教程 / 实战普通
Beyond Autoregression: Engineering the Next Wave of AI Code Generation with Diffusion Models
Explore how diffusion models are revolutionizing AI code generation. Learn the technical architecture, latent space strategies, and engineering challenges of moving beyond autoregression.
信息来源:DEV Community
教程 / 实战普通
性、AI 与世界末日:理性主义社群如何塑造 AI 安全话语的深度分析
作者从 2026 年 9 月 8 日研究员 Jacob Coxon 辞职 Anthropic 并发文警告 AI 可能毁灭人类的事件切入,追溯其背后持续二十余年的理性主义亚文化。
信息来源:Hacker News 热门(buzzing.cc 中文翻译) · Claude
教程 / 实战普通
Epoch AI 如何用 GPT-5.6 Sol 与 Claude Fable 5 统计数学论文中的 AI 使用
Epoch AI 发布"AI Use in Math Research"探索器的方法说明,用 GPT-5.6 Sol 读取 2023 年至今的 arXiv 数学论文全文,识别 AI 使用致谢并分类研究、写作、代码计算、文献综述与形式化等用例,Claude Fable 5 独立复核研究类与形式化标签。
信息来源:Epoch AI:研究、数据与评测 · GPT / Claude
教程 / 实战普通
Apple 提出 DSAS:动态缩放激活引导,解耦"何时引导"与"如何引导"
Apple 研究团队提出 Dynamically Scaled Activation Steering(DSAS),一种与具体方法无关的引导框架,将"何时引导"与"如何引导"解耦,在生成时按层和输入自适应计算缩放因子,仅在检测到不良行为时施加强引导。
信息来源:Apple Machine Learning Research(RSS)
教程 / 实战普通
Factory 推出 Factory Private 灵活部署选项
Factory 发布新部署选项 Factory Private,可在客户自有 VPC、本地环境或气隙网络中运行,Droids 与敏感数据均留在客户侧。Factory 由此形成 Factory Managed、Factory Private、Factory FedRAMP 三种部署模式,其中 FedRAMP 授权仍在进行中。
信息来源:Factory 研究 / 产品(RSS)
教程 / 实战普通
全球金融科技公司如何用 Together Dedicated Model Inference 支撑 GLM 5.2 编码智能体流量
一家全球金融科技公司通过 Together 的 Dedicated Model Inference 在 GLM 5.2 上运行编码助手,应对集中在工程时段的高峰流量。
信息来源:Together AI 研究与产品博客(RSS) · GLM
教程 / 实战普通
Anthropic and Adaptyv Bio Launch Claude-Powered Protein Design Competition
Anthropic and Adaptyv Bio have launched a co-sponsored protein design competition that will...
信息来源:DEV Community · Claude
教程 / 实战普通
Simon Willison 谈如何用 LLM 写作:不采用模型建议的任何措辞
Simon Willison 提出 LLM 辅助写作规则:不得使用模型建议的任何具体措辞。他不让 LLM 替自己写博客内容,但用其做事实核查、拼写语法检查和同义词参考,并引用 Thomas 展示的个人 LLM 文案校对工具及其自建提示词。
信息来源:Simon Willison 博客
教程 / 实战普通
Cursor, Kiro, ChatGPT: três harness, uma arquitetura
Toda semana alguém me pergunta: "qual IDE com IA você usa?". A resposta curta é "Cursor". A resposta...
信息来源:DEV Community · ChatGPT / Cursor
教程 / 实战普通
Anthropic’s AI R&D Measurements Point to a Broader Transparency Model
Anthropic’s public work on AI R&D automation points to a more demanding way to track advanced AI...
信息来源:DEV Community · Claude
教程 / 实战普通
OpenAI Astra for Law Brings GPT-6 Astra to Legal Research and Workflow Building
OpenAI has announced Astra for Law, a legal AI foundation that combines its GPT-6 Astra flagship...
信息来源:DEV Community · OpenAI / GPT
教程 / 实战普通
Giving an OpenCode Coding Agent Persistent, Editable Memory
Giving an OpenCode Coding Agent Persistent, Editable Memory AI coding agents are good at...
信息来源:DEV Community
教程 / 实战普通
69 Tests. All Passing. Zero Bugs Caught.
An AI model wrote 69 tests for a Python module. Every one passed. Together they caught zero of the...
信息来源:DEV Community
教程 / 实战普通
Jev: The ChatGPT Co-Creator's System One Model Can't Talk
Diogo Almeida, who co-invented RLHF and InstructGPT at OpenAI, spent two years building Jev: a System One model that cannot generate text, only typed decisions with calibrated confidence. TypeSafe AI prices input at $0.042/MTok, output fre…
信息来源:DEV Community · OpenAI / ChatGPT
教程 / 实战普通
科技从业者长文吐槽:AI 狂热如何毁掉工作乐趣与安全投入
一位从业者发文称,每天直接或间接处理 AI 事务的时间已超过 75%,这让他几乎失去了工作乐趣。他批评没有工程背景的人用"智能体泛滥的 homelab"拼凑出所谓"行业变革"方案,并指出 Anthropic 和 OpenAI 的漏洞研究项目耗费数百万美元工程资源、发现数千个漏洞,却未让安全状况变好,因为真正的瓶颈始终是打补丁。
信息来源:Hacker News 热门(buzzing.cc 中文翻译) · OpenAI / Claude
教程 / 实战普通
Should you harness the harness: what a workflow engine actually is
What separates a workflow engine from an orchestrator skill, what that one inversion buys, and how little of what is sold as an engine actually qualifies.
信息来源:DEV Community
教程 / 实战普通
Was bash the wrong language for my agent?
I have a small agent that handles one piece of routine work at a time. It looks at what needs doing,...
信息来源:DEV Community