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
Google AI Mode Adds Booking and Quote Links for Home Services
Google has expanded AI Mode in Search to surface direct booking and quote links for home services in...
信息来源:DEV Community
教程 / 实战普通
What an Urdu sentence costs in tokens
Here are two sentences that mean exactly the same thing: The government announced a new policy on...
信息来源:DEV Community
教程 / 实战普通
Garuda against Claude Code, with intervals
Garuda is an open-source coding agent for the terminal that I build to learn how coding agents work....
信息来源:DEV Community · Claude
教程 / 实战普通
Code Review Was Never Mostly About Bugs. With Agents, It's How You Learn Your Own Code
Microsoft found only 14% of review comments flagged defects. When an agent writes the diff, review is the one moment a human learns the code.
信息来源:DEV Community
教程 / 实战普通
Everyone has better models. Why do some teams fly while others don't?
Models got dramatically better over the past year. But they got better for everyone. In that time, our team went from 5.3 to 13.7 PRs per person per month, and I personally went from 4.8 to 51.3. Did you improve that much too? If not, here…
信息来源:DEV Community
教程 / 实战普通
I built a prompt library where every prompt shows its result first
Every AI trend comes with a prompt. A sherwani portrait, 3D balloon letters, a pet dancing next to a...
信息来源:DEV Community
教程 / 实战普通
Why Row-Level Security Is the Safest Place for Authorization in AI-Built Apps
Originally published on mihai.ltd. How many times has an AI coding agent written a feature that...
信息来源:DEV Community
教程 / 实战普通
O agente que escreve o código não pode ser o que o certifica
Toda demo de agente termina em 'pronto' sem prova. Gate cego faz o 'pronto' valer alguma coisa: o artefato é validado fora do alcance de quem construiu.
信息来源:DEV Community
教程 / 实战普通
Journey before destination
Journey Before Destination I got into software engineering because I enjoyed it. I enjoyed the...
信息来源:DEV Community
教程 / 实战普通
The Most Important AI Engineering Skill Is Saying No (AI-DLC, bolts, and autonomous agents)
AI-DLC, bolts, and autonomous agents promise faster software delivery. But who owns the architecture when AI starts making the decisions?
信息来源:DEV Community
教程 / 实战普通
Do AI crawlers read llms.txt? What three days of server logs show
Originally published by the AI Visibility Census at...
信息来源:DEV Community
教程 / 实战普通
Did the model fail, or did the environment?
A runnable evaluation example separating wrong answers, memory limits, timeouts and setup failures, with all 27 attempt records retained.
信息来源:DEV Community
教程 / 实战普通
KV-Cache Offload to NVMe vs Recompute: The TTFT Bill Comes Due
Serving a long-context model is a memory problem disguised as a compute problem. Offloading the cache to NVMe and recomputing the prefill are both defensible, and they fail in completely different way
信息来源:DEV Community
教程 / 实战普通
Why You Shouldn't Let AI Agents Run Naked Bash: Building an Unprivileged Sandbox in Rust
What If Your AI Coding Agent Deletes Your Project? Building a Zero-Trust Sandbox with...
信息来源:DEV Community
教程 / 实战普通
How I stop an LLM from inventing cloud services
Ask a language model for an AWS architecture and you get a confident answer. Sometimes it includes a...
信息来源:DEV Community
教程 / 实战普通
Nuxt CLI v4 Is Great for AI Coding Agents
Have you ever had a dev server running, and then asked your coding agent to test something in that...
信息来源:DEV Community
教程 / 实战普通
Bill Gates 谈税收政策如何加速 AI 取代白领劳动
Bill Gates 在 FT Live 访谈中表示,AI 一旦 properly set up,随着更好版本的到来,取代白领劳动将非常便宜,且不只限于法律或商业咨询,而是覆盖经济各领域。他认为现行税收政策把税负压在劳动力上、同时对购买机器人和 token 的资本支出很宽松,会加速企业用 AI 取代人工。完整视频在 FT Live 频道。
信息来源:X:Rohan Paul (@rohanpaul_ai)
教程 / 实战普通
How an autonomous agent actually makes money in crypto
A strategy built from a public ledger of losses: four lanes ranked by measured EV, the gate that fences risk capital, and the arithmetic that decides whether $10/day is reachable.
信息来源:DEV Community
教程 / 实战普通
ClaudeArena, one week after my first post: what the data showed, and what I changed
On 28 October I posted about ClaudeArena, the free practice engine I built for Anthropic's Claude...
信息来源:DEV Community · Claude
教程 / 实战普通
Philipp Schmid 演示如何用 Gemini API CLI 配合编码 Agent 测试语音等多模态功能
Philipp Schmid 分享用 Gemini API CLI 配合编码 Agent 测试语音、音频等多模态功能的方法。步骤为:用 Gemini API CLI 生成语音,通过 Chrome 的 --use-file-for-fake-audio-capture=voice.wav%noloop 参数注入音频,用 Playwright 或 browser-use 点击麦克风按钮让 getUserMedia 从 0.0s 读取 WAV,最后在 DOM 中校验转录和 UI …
信息来源:X:Philipp Schmid(Google DeepMind 开发者体验) (@_philschmid) · Gemini
教程 / 实战普通
I ran an AI diff reviewer on 79 real pull requests: 4 bugs maintainers fixed, all in the first 29, none in the next 50
By Spacexcx · November 2026 I built a small tool that reads a git diff and flags possible logic...
信息来源:DEV Community
教程 / 实战普通
The 11 CMS SEO Features That Should Be Standard
A content management system can make routine SEO work either manageable or unnecessarily dependent on...
信息来源:DEV Community
教程 / 实战普通
AI Search Summaries Are Changing Why People Click, Not Ending Organic Discovery
AI-generated search summaries may answer the first question, but they do not necessarily settle the...
信息来源:DEV Community
教程 / 实战普通
Forums Lead Trust and Clicks as AI Search Changes Research Behavior
Forums and community threads were the most trusted and most-clicked research format in Fractl’s Quiet...
信息来源:DEV Community
教程 / 实战普通
Why Predicting Winner Models Breaks AI Routers
Most multi-model routers treat dispatch as a winner-take-all classification problem. A study across 25 benchmarks shows why that destroys performance, and how outcome regression fixes it.
信息来源:DEV Community
教程 / 实战普通
The Quiet Click: How AI Answers Are Changing Organic Search Behavior
AI-generated summaries may be the first thing many searchers read, but they are not necessarily the...
信息来源:DEV Community
教程 / 实战普通
NVIDIA DSX OS 如何配置、认证与运维 Kubernetes GPU 集群
NVIDIA DSX OS 开源软件层提供 AICR、NVCRE 和 NVSentinel 三个 Apache 2.0 工具,分别负责以版本锁定配方建立可复现的 GPU Kubernetes 基线、用 AI 工作负载验证集群能否跑生产任务、以及监控健康状态并隔离故障节点。
信息来源:NVIDIA Technical Blog:Agentic AI / Generative AI · NVIDIA
教程 / 实战普通
NVIDIA 如何通过协同设计最大化 AI 工厂中每个字节的价值
NVIDIA 详解其协同设计如何最大化 AI 工厂中每个字节的价值:从 GB300 NVL72 到 Vera Rubin NVL72,HBM 容量维持 288 GB 而带宽升至 19.2 TB/s,在 SemiAnalysis AgentX 上实现最高 30 倍的每兆瓦吞吐提升。NVFP4 将模型占用较 FP16 缩减约 3.5 倍,KV cache 占用较 FP8 减少最高 50%。
信息来源:NVIDIA Technical Blog:Agentic AI / Generative AI · NVIDIA
教程 / 实战普通
Google Classroom and Search: what the new school AI controls mean
Google Classroom and Search have different AI rollouts. Schools can choose Search separately; its AI-free configuration remains unpromised.
信息来源:DEV Community
教程 / 实战普通
Don't Stop Believing in Foundational Knowledge 🙏🏼
Fayaz argues why fundamental human knowledge is important, no matter how advanced AI becomes.
信息来源:DEV Community
教程 / 实战普通
Reddit Tests Logged-In-Only Access: What It Could Mean for Search and AI Visibility
Reddit plans to begin fully testing a logged-in-only experience in select markets outside the United...
信息来源:DEV Community
教程 / 实战普通
The Myth of the 10x Solo AI Developer: A Reality Check from Teams Actually Shipping
Sam Altman is running a betting pool on the first one-person billion-dollar company. Meanwhile, a randomized trial found experienced devs were 19% slower with AI while believing they were 20% faster. What solo AI leverage actually survives…
信息来源:DEV Community
教程 / 实战普通
Amazon Dev News • Fire TV APIs & Bee Frontier and Eclipse • Oct 18, 2026
Hey there, dev team! I'm off to Athens for CityJS Athens tomorrow, so this week's post is a little...
信息来源:DEV Community
教程 / 实战普通
4K for five credits: the cheapest upgrade in my image stack
The 4K checkbox costs one credit. 1K is 3 credits, 2K is 4, 4K is 5. So the jump from a screen-sized...
信息来源:DEV Community
教程 / 实战普通
Hacker News 讨论:大家现在的 AI 智能体配置是什么
HN 用户 eggbrain 发帖征集大家日常使用的 AI 配置,包括订阅了哪些服务、用什么模型、编码工具、智能体编排工具和平台。
信息来源:Hacker News:AI 热帖
教程 / 实战普通
How to Write Actionable and Constructive PR Comments
Code reviews are a cornerstone of healthy software engineering teams. They catch bugs, share...
信息来源:DEV Community
教程 / 实战普通
Introducing Codra: The Open-Source AI Code Review Engine
Code review is broken. Between context switching, subjective nitpicks, and the ever-growing backlog...
信息来源:DEV Community
教程 / 实战普通
Prompt Pad: What Is Open Source?
Chances are you're already using open-source software without realizing it. In this episode of...
信息来源:DEV Community
教程 / 实战普通
Priced to Lose: Why "Add $20 a Month for AI" Is Not a Business Model
Most teams spend a year perfecting an AI feature and ten minutes deciding what to charge for it. Then...
信息来源:DEV Community
教程 / 实战普通
Building a browser-based vocal splitter: decode locally, queue the job, delete the files
Most tutorials about vocal separation start with "run Demucs on your GPU". That is a fine answer if...
信息来源:DEV Community